{"meta":{"query_hash":"70e374559b70","filters":{"venue":"The Way Ahead"},"cohort_total":37,"direct_labels_cover":0,"predictions_cover":37,"exported":37,"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/70e374559b70","api":"https://metacan.xera.ac/api/v1/cohort?venue=The+Way+Ahead"},"results":[{"id":"W1969378890","doi":"10.2118/0113-008-twa","title":"Deepwater Development: What Past Performance Says About the Future","year":2013,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cenovus Energy (Canada)","funders":"","keywords":"Deepwater drilling; Submarine pipeline; Drilling; Offshore drilling; Petroleum engineering; Marine engineering; Engineering; Geology; Oceanography; Environmental ethics; Mechanical engineering; Philosophy","score_opus":0.006129454778853099,"score_gpt":0.16566845911408826,"score_spread":0.15953900433523516,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1969378890","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9883612,0.0054751043,0.00050822954,0.00178242,0.0010276191,0.00017932759,4.972025e-7,0.0010204501,0.0016451837],"genre_scores_gemma":[0.99756646,0.0010136616,0.0005456519,0.000052891344,0.00029242013,0.000081912796,0.0000026010398,0.000028962244,0.000415416],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.999379,0.0000066073144,0.00012332656,0.00008890347,0.00010801805,0.000294143],"domain_scores_gemma":[0.99955904,0.000028260634,0.000011027428,0.00036008627,0.000018244331,0.000023358087],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00010320138,0.0001517019,0.000092972085,0.00003277291,0.0001546631,0.00013404046,0.00040499296,0.00008070499,0.00006668846],"category_scores_gemma":[0.0000031027917,0.000074927404,0.000027620345,0.00011941759,0.000049983184,0.00025000548,0.000057339224,0.00028169563,0.0007972438],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002249631,0.000009566753,0.00056507654,0.00008910005,0.00008072121,0.0000014223953,0.002852872,0.011806395,0.0009366343,0.0006417712,0.01014458,0.97286963],"study_design_scores_gemma":[0.00027443835,0.000036380792,0.080406055,0.00021208526,0.000021872476,0.000034511297,0.0026184318,0.026571063,0.051990103,0.0006164182,0.83655995,0.00065869506],"about_ca_topic_score_codex":0.0000021610908,"about_ca_topic_score_gemma":0.0000049477508,"teacher_disagreement_score":0.97221094,"about_ca_system_score_codex":0.000027357444,"about_ca_system_score_gemma":0.000003838534,"threshold_uncertainty_score":0.99998075},"labels":[],"label_agreement":null},{"id":"W1980608680","doi":"10.2118/0110-024-twa","title":"Keeping the Work/Life Balance","year":2010,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Work-Family Balance Challenges","field":"Social 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":"ConocoPhillips (Canada)","funders":"","keywords":"Work–life balance; Work (physics); Balance (ability); Psychology; Engineering; Mechanical engineering","score_opus":0.032277497263870206,"score_gpt":0.29615301694022655,"score_spread":0.26387551967635636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980608680","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73621756,0.0011187209,0.000031078853,0.046331067,0.0019801557,0.00029092745,0.0000017725486,0.00020597476,0.21382275],"genre_scores_gemma":[0.9926776,0.0003429689,0.000080351696,0.0014452757,0.001580105,0.000026854585,5.1413014e-7,0.000013615708,0.0038327114],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986603,0.0002201443,0.00013195384,0.0001785175,0.00037145152,0.00043762368],"domain_scores_gemma":[0.99864674,0.0006149414,0.00007398169,0.00052372843,0.000049602455,0.00009102494],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001729523,0.00010147199,0.00011990198,0.000015300264,0.0009932838,0.000100588724,0.0009937278,0.000100422694,0.00036521684],"category_scores_gemma":[0.00052369694,0.00005727119,0.000061828294,0.0003183381,0.000727905,0.000102359096,0.00008364729,0.0005397108,0.0005154596],"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":[0.000114661576,0.00020996667,0.254319,0.000029051707,0.00014503395,0.000009590826,0.24706121,0.00009797985,0.0034889376,0.25627932,0.15931624,0.078928985],"study_design_scores_gemma":[0.00022025812,0.000013814747,0.28835166,0.00005074594,0.000017818695,0.000001458963,0.01272732,0.00001893279,0.00008317636,0.011215396,0.68702906,0.00027036076],"about_ca_topic_score_codex":0.0004231018,"about_ca_topic_score_gemma":0.0036354146,"teacher_disagreement_score":0.5277128,"about_ca_system_score_codex":0.00002536302,"about_ca_system_score_gemma":0.000089953355,"threshold_uncertainty_score":0.76396364},"labels":[],"label_agreement":null},{"id":"W1997487355","doi":"10.2118/0115-024-twa","title":"The Road to Leadership: Advice From Industry Leaders Janeen Judah and Kendra Lema","year":2015,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Leadership and Management in Organizations","field":"Business, Management and Accounting","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":"Chevron (anatomy); Advice (programming); Public relations; Business; Management; Political science; Sociology; Economics; Computer science; Medicine","score_opus":0.09461796117716467,"score_gpt":0.2563751738874173,"score_spread":0.16175721271025265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997487355","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2686086,0.001547442,0.0005018984,0.63596255,0.002141987,0.001266292,0.000013230414,0.0007742256,0.08918377],"genre_scores_gemma":[0.9558508,0.000015998077,0.000067389985,0.029525204,0.0017769153,0.000029317001,0.000033217286,0.000053123797,0.01264808],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986062,0.000037466663,0.00023556339,0.00030414376,0.00035389984,0.00046275032],"domain_scores_gemma":[0.9990535,0.00013581768,0.000109884866,0.00052333577,0.00012724083,0.00005025613],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005924785,0.00021994891,0.00016021333,0.000102670885,0.0006047298,0.0006211272,0.00067275105,0.0001376135,0.00014223738],"category_scores_gemma":[0.00036079646,0.0001404046,0.00003824754,0.0006591453,0.00023678615,0.0006770922,0.00035139034,0.0003968696,0.0014433404],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010086278,0.00008360997,0.008484544,0.00007854341,0.00018951128,0.0000111294485,0.008244489,0.00028020155,0.00010117307,0.027314639,0.9320235,0.023087753],"study_design_scores_gemma":[0.0007200474,0.000018336035,0.0090437755,0.00004639442,0.00016680585,0.0000018197178,0.09640464,0.0006028886,0.000056484492,0.004816474,0.8877317,0.00039066476],"about_ca_topic_score_codex":0.002065885,"about_ca_topic_score_gemma":0.00085461116,"teacher_disagreement_score":0.68724215,"about_ca_system_score_codex":0.000036469493,"about_ca_system_score_gemma":0.000024620052,"threshold_uncertainty_score":0.99933416},"labels":[],"label_agreement":null},{"id":"W2004229539","doi":"10.2118/0207-010-twa","title":"Energy for the Future","year":2007,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum industry; Government (linguistics); Work (physics); Fossil fuel; Business; Service (business); Oil sands; Marketing; Engineering; Geography; Waste management; Cartography; Asphalt","score_opus":0.014952142738749528,"score_gpt":0.28701080337556684,"score_spread":0.27205866063681733,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004229539","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20744069,0.020483686,0.052172597,0.18415368,0.005289787,0.001687427,0.000038746737,0.00071140105,0.528022],"genre_scores_gemma":[0.9788648,0.00007719163,0.00006366759,0.0011753832,0.0013094404,0.000047842823,0.000006671608,0.000017105227,0.018437931],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988496,0.000074859134,0.00015252994,0.00016396063,0.00023505374,0.00052403915],"domain_scores_gemma":[0.99849254,0.0007114286,0.000025087405,0.0005656202,0.00013756912,0.000067773704],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012094309,0.00011017326,0.00010169627,0.000025247367,0.0004974824,0.000035153902,0.00054655154,0.00010161487,0.00015032684],"category_scores_gemma":[0.00010220204,0.000052366147,0.00012361156,0.00024242228,0.00016541398,0.00004124161,0.00007975112,0.000159953,0.000029211695],"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":[0.00018860011,0.000025009054,0.000022375134,0.0000071418167,0.00003022591,0.0000030322424,0.00019369723,0.0008950956,0.000089442765,0.7134341,0.0038048904,0.2813064],"study_design_scores_gemma":[0.00022500663,0.00004922872,0.0007590768,0.0000019589138,0.000010464981,0.000005643396,0.0014013944,0.00071872794,0.0013936062,0.087005846,0.908353,0.00007607294],"about_ca_topic_score_codex":0.0020050763,"about_ca_topic_score_gemma":0.00620472,"teacher_disagreement_score":0.9045481,"about_ca_system_score_codex":0.00006660062,"about_ca_system_score_gemma":0.000042232172,"threshold_uncertainty_score":0.38262826},"labels":[],"label_agreement":null},{"id":"W2020167678","doi":"10.2118/0214-003-twa","title":"Earning Job and Career Security","year":2014,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Salary; Job security; Work (physics); Worry; Energy (signal processing); Quarter (Canadian coin); Public relations; Business; Marketing; Economics; Management; Engineering; Political science; Psychology; Market economy","score_opus":0.01698699970852383,"score_gpt":0.24626340102055405,"score_spread":0.22927640131203023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020167678","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9403961,0.0003842466,0.04920882,0.00011638813,0.00018809334,0.000042399362,7.501929e-7,0.00024584876,0.0094173895],"genre_scores_gemma":[0.9978599,0.000021007914,0.0017396327,0.000017001632,0.00012221381,0.0000033866334,8.4821727e-7,0.000016170674,0.00021985779],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996118,0.000048423677,0.00007488496,0.0000640268,0.00007524186,0.00012560106],"domain_scores_gemma":[0.9996196,0.00014952428,0.0000061074647,0.0001723401,0.000011837802,0.00004059944],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040159016,0.00007019038,0.000081127204,0.00002281569,0.000054270364,0.000025863743,0.00007968995,0.000037193553,0.000018704111],"category_scores_gemma":[0.00007274992,0.000051073715,0.00001894587,0.00006160693,0.000016883894,0.000037702408,0.000018365381,0.00015095812,0.00001866824],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017181545,0.0000010881229,0.0012777195,0.00003874403,0.000011798079,3.4604858e-7,0.00097385945,0.9888987,0.0008040201,0.0013207482,0.00036281874,0.006308469],"study_design_scores_gemma":[0.00015861432,0.000009921416,0.0102439895,0.0000125635015,0.0000060645866,0.0000028398792,0.000025375544,0.9477333,0.00068249146,0.0011858749,0.039840117,0.00009884759],"about_ca_topic_score_codex":0.000010903659,"about_ca_topic_score_gemma":0.0000034733011,"teacher_disagreement_score":0.057463817,"about_ca_system_score_codex":0.000007960693,"about_ca_system_score_gemma":0.0000011881441,"threshold_uncertainty_score":0.20827258},"labels":[],"label_agreement":null},{"id":"W2038170284","doi":"10.2118/0307-017-twa","title":"Numerical Simulation of Complex Reservoir Problems and the Need for a Different Line of Attack","year":2007,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Line (geometry); Reservoir simulation; Computer simulation; Computer science; Geology; Petroleum engineering; Engineering; Simulation; Mathematics; Geometry","score_opus":0.08124825733081259,"score_gpt":0.33557801597673725,"score_spread":0.25432975864592466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038170284","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54362404,0.00016636829,0.45550784,0.00015993415,0.000048824735,0.00030304963,0.0000054414745,0.00003599717,0.0001485059],"genre_scores_gemma":[0.99626,0.000014723515,0.00356747,0.000007720071,0.00006122596,0.000010682721,0.000007724531,0.000018312885,0.000052150877],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992877,0.00004954863,0.0003213547,0.000068555855,0.00013183538,0.00014095647],"domain_scores_gemma":[0.9978235,0.0018087032,0.000050061863,0.00022686663,0.000061232415,0.000029665756],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00085416995,0.00009528775,0.00022827824,0.000042306234,0.000039231545,0.000007263938,0.00012642979,0.000045006054,0.000008272013],"category_scores_gemma":[0.00019006498,0.000051860618,0.00006365594,0.00013464906,0.00005975163,0.000026307971,0.000019214445,0.00009222361,4.8595723e-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":[0.0001379611,0.000011293033,0.00012798459,0.00016334279,0.000028611013,3.880518e-8,0.00062372175,0.9945281,0.0028781302,0.00040458702,0.000031298387,0.0010649298],"study_design_scores_gemma":[0.0010760184,0.00004704153,0.003947656,0.00002925309,0.000016250327,4.204588e-7,0.000032558062,0.9901421,0.0029611383,0.000651407,0.0010380832,0.000058093436],"about_ca_topic_score_codex":0.000013111708,"about_ca_topic_score_gemma":0.0000034193981,"teacher_disagreement_score":0.45263597,"about_ca_system_score_codex":0.000011457692,"about_ca_system_score_gemma":0.0000020296352,"threshold_uncertainty_score":0.21148147},"labels":[],"label_agreement":null},{"id":"W2038436466","doi":"10.2118/0107-007-twa","title":"Interview with Carl Montgomery","year":2007,"lang":"en","type":"article","venue":"The Way Ahead","topic":"History of Computing Technologies","field":"Computer Science","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":"Management; Psychology; Engineering","score_opus":0.027725455575374317,"score_gpt":0.24245946415120562,"score_spread":0.2147340085758313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038436466","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08683191,0.001210673,0.8894252,0.009547088,0.0004169745,0.00013809404,1.9056898e-7,0.0012792913,0.0111505585],"genre_scores_gemma":[0.94166315,0.00000831774,0.056409802,0.0007594124,0.000049209288,0.0000034946604,1.4279104e-7,0.000009186124,0.0010973174],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99915457,0.000035248362,0.00013667674,0.0002029233,0.00019814957,0.00027241872],"domain_scores_gemma":[0.99882156,0.00010202696,0.00006125118,0.00094411796,0.00003735469,0.000033698638],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008852796,0.00010290453,0.00011648891,0.00007567737,0.00014721068,0.00005831087,0.00175166,0.000039657996,0.0000030807519],"category_scores_gemma":[0.000024402283,0.00006098887,0.000035853263,0.0003358685,0.00015444997,0.00018149309,0.0003226228,0.00018561055,0.00011672687],"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":[0.000011981548,0.000053403797,0.00012463663,0.00002189368,0.000032396,0.000080548016,0.0028977059,0.00007392631,0.0007007449,0.13910505,0.012445637,0.8444521],"study_design_scores_gemma":[0.00038510477,0.00036439404,0.007857736,0.00017745631,0.00001512667,0.00018806357,0.0003075628,0.0035775444,0.0074108876,0.010449018,0.9687687,0.0004984175],"about_ca_topic_score_codex":0.000017089294,"about_ca_topic_score_gemma":0.00006115924,"teacher_disagreement_score":0.956323,"about_ca_system_score_codex":0.00005532912,"about_ca_system_score_gemma":0.000022505243,"threshold_uncertainty_score":0.32550493},"labels":[],"label_agreement":null},{"id":"W2042543935","doi":"10.2118/0115-008-twa","title":"Interview with G. Steven Farris","year":2015,"lang":"en","type":"article","venue":"The Way Ahead","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":"Apache (Canada)","funders":"","keywords":"Psychology","score_opus":0.0605706032317135,"score_gpt":0.2825962221349749,"score_spread":0.22202561890326136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042543935","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48865566,0.0029069933,0.47471574,0.0012476477,0.00064387324,0.00025068724,0.000004856554,0.0009687572,0.030605808],"genre_scores_gemma":[0.9912249,0.000024077957,0.007405207,0.000053929776,0.00010119817,0.000012787724,0.0000022440513,0.000031368312,0.0011442798],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995466,0.00005124988,0.000093402494,0.000061070095,0.00011632683,0.0001313785],"domain_scores_gemma":[0.99958235,0.000050251172,0.000008439127,0.0002631413,0.000027102622,0.00006868947],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004211909,0.000086077045,0.00010043127,0.000025955085,0.000019950603,0.000022010612,0.0001592195,0.000027837088,0.000024211418],"category_scores_gemma":[0.000022466515,0.00005065473,0.00002258493,0.00012878655,0.000015368603,0.00005420249,0.00001613894,0.000117347976,0.00008593034],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000045655433,0.0000026514629,0.00004642036,0.000022647053,0.000021119371,0.0000013418373,0.0004697957,0.9875971,0.00005421228,0.00014206361,0.0024898888,0.009148185],"study_design_scores_gemma":[0.0006805536,0.00008214643,0.00079870597,0.000079375,0.000021093969,0.000017236902,0.00022152372,0.62911725,0.0016452007,0.00060373533,0.36648813,0.00024504194],"about_ca_topic_score_codex":0.0000057883067,"about_ca_topic_score_gemma":0.0000036827234,"teacher_disagreement_score":0.50256926,"about_ca_system_score_codex":0.000025646486,"about_ca_system_score_gemma":0.0000064490414,"threshold_uncertainty_score":0.206564},"labels":[],"label_agreement":null},{"id":"W2049580905","doi":"10.2118/0112-002-twa","title":"The New Conventional","year":2012,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Unconventional oil; Natural gas; Fossil fuel; Tight oil; Natural resource economics; Production (economics); Natural resource; Resource (disambiguation); Petroleum engineering; Business; Economy; Economics; Geology; Political science; Engineering; Waste management; Computer science; Law; Oil shale","score_opus":0.024095281802835558,"score_gpt":0.2963022603128793,"score_spread":0.2722069785100438,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049580905","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32286793,0.0061738547,0.00034446403,0.071511224,0.0015237842,0.00034225898,0.000003842609,0.00017076793,0.5970619],"genre_scores_gemma":[0.929143,0.000026057762,0.000018449935,0.00022410043,0.00045266407,0.000010875644,0.000003234219,0.000006575129,0.070115015],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989811,0.00016273775,0.00010367332,0.00007330312,0.00024477122,0.0004343764],"domain_scores_gemma":[0.9992146,0.00026188343,0.000017336068,0.00033929804,0.00005211964,0.00011479442],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007385723,0.00006569597,0.000057684985,0.000009602878,0.00042514503,0.000036669484,0.00032410712,0.00004309226,0.00065879204],"category_scores_gemma":[0.0002136524,0.00003184082,0.00007078216,0.00012272145,0.00016632864,0.00007475891,0.000088226676,0.00015322166,0.000707446],"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":[0.0000449054,0.000027236401,0.0004065154,0.0000026213474,0.000021360816,4.8733267e-7,0.0001805848,0.00020946257,0.00004306772,0.94869494,0.015171289,0.03519752],"study_design_scores_gemma":[0.00014674992,0.000013843178,0.0052696946,0.000001798431,0.0000044886897,0.0000055020782,0.00027322708,0.00007879638,0.00032334615,0.10973354,0.88410217,0.000046853424],"about_ca_topic_score_codex":0.001436467,"about_ca_topic_score_gemma":0.00032184966,"teacher_disagreement_score":0.8689309,"about_ca_system_score_codex":0.000051360283,"about_ca_system_score_gemma":0.00006528872,"threshold_uncertainty_score":0.90930235},"labels":[],"label_agreement":null},{"id":"W2051401131","doi":"10.2118/0211-026-twa","title":"Women in Climate Change","year":2011,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Climate Change and Geoengineering","field":"Environmental Science","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":"Climate change; Psychology; Political science; Geology; Oceanography","score_opus":0.07709566769722856,"score_gpt":0.22968633432718574,"score_spread":0.15259066662995718,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051401131","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9590654,0.000039189163,0.0000020471925,0.00018245881,0.00007551225,0.00009951261,0.0000025234815,0.00002732374,0.040506065],"genre_scores_gemma":[0.9993578,0.00010729,0.000029176781,0.00022426248,0.000038314603,0.00006395121,7.4328574e-7,0.0000075419116,0.00017092463],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99938285,0.000012068382,0.00007000069,0.00009754657,0.00006941715,0.00036808793],"domain_scores_gemma":[0.9997652,0.0000109000575,0.000013681971,0.00016657973,6.7036706e-7,0.000042954423],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00028037213,0.000060204853,0.000061970364,0.00001464827,0.000036564,0.0000046594578,0.0001531567,0.00002063338,0.0033924284],"category_scores_gemma":[0.0000049246714,0.00004109156,0.000014088462,0.000122022735,0.000036266636,0.00008627933,0.0001373631,0.000061432875,0.0015816384],"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":[0.00015218364,0.0003898102,0.43966946,0.00007302066,0.000015649974,0.00011691903,0.36232442,0.00014935463,0.0096283695,0.0015459203,0.0013019938,0.18463288],"study_design_scores_gemma":[0.00024372655,0.00006371431,0.98727244,0.000022837772,0.0000030216459,0.0000065480945,0.0013243346,0.00070495013,0.0011114746,0.001759811,0.007303943,0.0001831778],"about_ca_topic_score_codex":0.00044663495,"about_ca_topic_score_gemma":0.00034943837,"teacher_disagreement_score":0.547603,"about_ca_system_score_codex":0.00007326523,"about_ca_system_score_gemma":3.8068393e-7,"threshold_uncertainty_score":0.99919575},"labels":[],"label_agreement":null},{"id":"W2054590008","doi":"10.2118/0211-020-twa","title":"Carbon Capture and Sequestration: A Potential \"Win-Win\" for the Oil Industry and the Public","year":2011,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Greenhouse gas; Environmental science; Fossil fuel; Tonne; Canyon; Methane; Global warming; Carbon dioxide; Carbon sequestration; Atmosphere (unit); Nitrous oxide; Enhanced oil recovery; Waste management; Climate change; Meteorology; Geology; Chemistry; Engineering; Geography; Oceanography","score_opus":0.015034742283727821,"score_gpt":0.19136207077516842,"score_spread":0.17632732849144062,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2054590008","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98176676,0.00043847619,0.0010871228,0.008209334,0.00014167358,0.00027433617,0.0000031240284,0.000020942512,0.0080582425],"genre_scores_gemma":[0.9958517,0.00015607971,0.00047965575,0.0007026873,0.00007592139,0.000046993588,0.0000012320795,0.000012002449,0.0026737158],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99929637,0.00005927189,0.00011046613,0.00017736433,0.00015180587,0.00020475182],"domain_scores_gemma":[0.99956113,0.00006815774,0.000053887514,0.00025942503,0.0000020458876,0.00005535632],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035405162,0.00012210417,0.000088769666,0.0000014903467,0.00037009068,0.00004471896,0.00023615004,0.00011669175,0.00014717318],"category_scores_gemma":[0.00001401446,0.000054878074,0.00003294707,0.00005854383,0.0011552705,0.00009550253,0.00017568274,0.000260407,0.00000617942],"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":[0.0023363363,0.0007824239,0.21168609,0.00012972343,0.0008400804,0.00006983268,0.0853605,0.016215632,0.0063600163,0.059872296,0.0055310777,0.610816],"study_design_scores_gemma":[0.007397941,0.0005073226,0.6450986,0.00004511961,0.0008077198,0.00064930157,0.021624818,0.24314485,0.0005601198,0.03112702,0.04758726,0.0014498852],"about_ca_topic_score_codex":0.0009274227,"about_ca_topic_score_gemma":0.00013320718,"teacher_disagreement_score":0.6093661,"about_ca_system_score_codex":0.00003696277,"about_ca_system_score_gemma":0.000005727378,"threshold_uncertainty_score":0.42566422},"labels":[],"label_agreement":null},{"id":"W2066310876","doi":"10.2118/0210-025-twa","title":"Women in R&amp;D","year":2010,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Entrepreneurship Studies and Influences","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Work (physics); Sociology; Engineering; Mechanical engineering","score_opus":0.025190152137471947,"score_gpt":0.24017096503862992,"score_spread":0.21498081290115797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066310876","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9437555,0.000047774032,7.374261e-7,0.004322974,0.00042654626,0.00007079258,2.9167927e-7,0.000039447317,0.05133595],"genre_scores_gemma":[0.99641764,0.000011344565,0.000011103492,0.0019121808,0.00068754074,0.000020626534,0.000001056946,0.000006549579,0.0009319517],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994121,0.0000039095644,0.00010504879,0.00011174125,0.00009439093,0.0002727714],"domain_scores_gemma":[0.99968576,0.00003570968,0.000043830674,0.0002060556,0.000023201612,0.0000054639377],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003937992,0.000071439266,0.00008626924,0.00004730844,0.00011405281,0.00008665572,0.00023451734,0.00002434743,0.0005364096],"category_scores_gemma":[0.00011047295,0.00004355584,0.000022599943,0.00020724001,0.00006402216,0.00024091982,0.00011542565,0.00015717372,0.00091684726],"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":[0.000058850044,0.00012926002,0.8603153,0.00007076796,0.000027039761,0.000006393871,0.002291153,0.000057215188,0.0051971944,0.07069166,0.01702987,0.044125285],"study_design_scores_gemma":[0.00023359533,0.0000035010728,0.2895285,0.0000132355135,0.0000053474273,6.319576e-7,0.00060116244,0.0000453505,0.000039983413,0.017771635,0.6916225,0.00013457694],"about_ca_topic_score_codex":0.00059985294,"about_ca_topic_score_gemma":0.001920429,"teacher_disagreement_score":0.6745926,"about_ca_system_score_codex":0.000007262562,"about_ca_system_score_gemma":0.0000033413012,"threshold_uncertainty_score":0.99986106},"labels":[],"label_agreement":null},{"id":"W2072017929","doi":"10.2118/0213-010-twa","title":"Oil: What the Public Doesn’t See Every Day","year":2013,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cenovus Energy (Canada)","funders":"","keywords":"Fossil fuel; Petroleum; Dilemma; Raw material; Consumption (sociology); Business; Waste management; Natural resource economics; Engineering; Economics; Sociology; Geology","score_opus":0.019484172525957803,"score_gpt":0.2573300473402867,"score_spread":0.2378458748143289,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2072017929","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.654351,0.002214723,0.000021252892,0.18439561,0.0007927449,0.00020420924,0.0000023562734,0.00020131622,0.15781681],"genre_scores_gemma":[0.9333058,0.00030397053,0.000010929845,0.0022824951,0.00024601517,0.00013683687,0.000008281277,0.000021818043,0.06368388],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977164,0.00062095205,0.00020800039,0.00026338245,0.00046183463,0.00072937395],"domain_scores_gemma":[0.9979552,0.0004800181,0.00003769329,0.0011534351,0.00023634618,0.00013731173],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0011341628,0.0001724139,0.00015963816,0.00004090191,0.00051177456,0.0005834732,0.0010341185,0.00011984436,0.0028520974],"category_scores_gemma":[0.0004390279,0.00008080101,0.00012300363,0.0003822027,0.0003895265,0.0007743177,0.00031092038,0.00039875894,0.0029432625],"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":[0.000030197147,0.00012065027,0.00019104432,0.000034207027,0.00009653329,0.000010260046,0.0013476253,0.0012171973,0.00031971608,0.41959432,0.020375935,0.5566623],"study_design_scores_gemma":[0.00027494394,0.000049044065,0.0039694696,0.000017292903,0.000011590626,0.000015430822,0.0046541705,0.0012791965,0.00036095746,0.10279009,0.8863697,0.00020808299],"about_ca_topic_score_codex":0.0042614867,"about_ca_topic_score_gemma":0.001152439,"teacher_disagreement_score":0.8659938,"about_ca_system_score_codex":0.00012158117,"about_ca_system_score_gemma":0.00009999307,"threshold_uncertainty_score":0.99805945},"labels":[],"label_agreement":null},{"id":"W2087534762","doi":"10.2118/0106-010-twa","title":"High-Octane Leadership in Times of Uncertainty","year":2006,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Global Energy and Sustainability Research","field":"Energy","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":"Quarter (Canadian coin); Peak oil; Natural resource; Agency (philosophy); Fossil fuel; Natural resource economics; Population growth; World population; Population; Humanity; Agricultural economics; Oil and natural gas; Energy supply; Economic history; Engineering; Political science; Economics; Energy (signal processing); Economic growth; Geography; Sociology; Climate change; Law; Archaeology; Ecology; Waste management; Social science; Demography; Developing country","score_opus":0.04073127238351421,"score_gpt":0.2653833842968159,"score_spread":0.2246521119133017,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2087534762","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8989235,0.00043412903,0.000006528776,0.0080950875,0.00007303768,0.00013256508,0.000004611883,0.00004447291,0.09228602],"genre_scores_gemma":[0.98907125,0.000006062014,0.000030523406,0.00009805407,0.000070574395,0.000011170797,0.000011928941,0.000009080258,0.010691357],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.998742,0.00021531814,0.00022848406,0.00015740057,0.00024573918,0.00041106326],"domain_scores_gemma":[0.9992782,0.00020835912,0.0000335301,0.0003698125,0.00007965903,0.000030476245],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055714615,0.00009966191,0.00018192294,0.000061106395,0.00005596598,0.000010932893,0.00030769515,0.00008783213,0.00059635646],"category_scores_gemma":[0.00013691206,0.00006671761,0.000060556486,0.00036439847,0.0002508676,0.00004536105,0.00005186674,0.00018305752,0.00005664985],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017274091,0.00012245511,0.000762303,0.000053361113,0.000011369042,0.000014669207,0.00018401492,0.14824845,0.00054915197,0.8426883,0.0007058449,0.0064873104],"study_design_scores_gemma":[0.001562809,0.00021773243,0.025922276,0.00007144849,0.000017706261,0.000009580042,0.0034149464,0.0035556902,0.010841163,0.9264986,0.02754668,0.0003413755],"about_ca_topic_score_codex":0.06000105,"about_ca_topic_score_gemma":0.00980764,"teacher_disagreement_score":0.14469276,"about_ca_system_score_codex":0.00009587968,"about_ca_system_score_gemma":0.000051741234,"threshold_uncertainty_score":0.9462585},"labels":[],"label_agreement":null},{"id":"W2089932033","doi":"10.2118/0309-021-twa","title":"Energy and Oil - A Personal Journey","year":2009,"lang":"en","type":"article","venue":"The Way Ahead","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":"Impact","funders":"","keywords":"Wife; Luck; Petroleum industry; Venture capital; Chevron (anatomy); Management; Political science; Law; Engineering; Geology; Economics","score_opus":0.02104899442228863,"score_gpt":0.25896814668946794,"score_spread":0.2379191522671793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089932033","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9086754,0.0039824313,0.061108787,0.0018334119,0.00029725942,0.000021234104,0.0000027315393,0.00043080954,0.023647944],"genre_scores_gemma":[0.995709,0.0002191011,0.0018886754,0.00008603015,0.0001450121,0.0000015118857,0.0000010159442,0.000010121193,0.0019395066],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99964935,0.000020979332,0.000073177245,0.000055114582,0.00007737925,0.00012401833],"domain_scores_gemma":[0.99978477,0.000054521333,0.0000056225417,0.00009866901,0.000008790682,0.00004762787],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014868345,0.00007120325,0.00007344731,0.000028996905,0.00004757418,0.000026830689,0.000066047214,0.000033001383,0.000026649433],"category_scores_gemma":[0.000013224144,0.000050229246,0.000023895034,0.00007063016,0.000011773894,0.00004143043,0.0000054255665,0.00007920162,0.0000043008504],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011916564,0.000010112949,0.000038213588,0.000023900971,0.000030464911,0.000005873664,0.0014472448,0.74652475,0.0064285584,0.0036731428,0.0038498861,0.23795594],"study_design_scores_gemma":[0.0002302172,0.000017733957,0.0013384024,0.000015782372,0.0000063580223,0.000017577966,0.000028386556,0.93703127,0.0008790133,0.001029326,0.05929366,0.00011226448],"about_ca_topic_score_codex":0.000004158213,"about_ca_topic_score_gemma":0.0000013972808,"teacher_disagreement_score":0.23784368,"about_ca_system_score_codex":0.000010681602,"about_ca_system_score_gemma":0.0000025700679,"threshold_uncertainty_score":0.20482892},"labels":[],"label_agreement":null},{"id":"W2093405168","doi":"10.2118/0213-015-twa","title":"Public Perception of the Oil and Gas Industry","year":2013,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Global Energy and Sustainability Research","field":"Energy","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":"Perception; Petroleum industry; Business; Petroleum engineering; Environmental science; Psychology; Engineering; Environmental engineering","score_opus":0.03204481222019552,"score_gpt":0.2630899700737738,"score_spread":0.23104515785357832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093405168","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9061866,0.000058790316,8.80174e-7,0.023194239,0.00004532297,0.00003724509,8.2642026e-7,0.000015434869,0.07046066],"genre_scores_gemma":[0.985511,0.000031617492,0.000007993619,0.00017763021,0.000050462364,0.000019814664,0.0000010825604,0.0000057393236,0.014194634],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99916446,0.00020530041,0.000109771434,0.00010596553,0.00019195816,0.00022256367],"domain_scores_gemma":[0.9993413,0.00006386127,0.000025495705,0.00038398302,0.00013206141,0.00005328258],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031098933,0.00006545913,0.00007930824,0.00001984997,0.00016016807,0.000038365954,0.00027375866,0.0001401232,0.0008463428],"category_scores_gemma":[0.00022664898,0.0000327597,0.000039638482,0.00018710304,0.0003072735,0.00010147262,0.00015190121,0.00031910947,0.000054656182],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002355505,0.0000970558,0.009099728,0.000065092194,0.000033941113,6.519585e-7,0.0012898934,0.0004269957,0.004366735,0.18040833,0.0020951733,0.80209285],"study_design_scores_gemma":[0.0010470842,0.0001780057,0.5031513,0.00006185701,0.000031886244,0.00004093852,0.013684099,0.003219324,0.0017707453,0.32239923,0.15403801,0.00037751658],"about_ca_topic_score_codex":0.006018315,"about_ca_topic_score_gemma":0.0003091335,"teacher_disagreement_score":0.8017153,"about_ca_system_score_codex":0.000038246522,"about_ca_system_score_gemma":0.0000413678,"threshold_uncertainty_score":0.92668605},"labels":[],"label_agreement":null},{"id":"W2196988881","doi":"10.2118/0315-011-twa","title":"Winning in Acquisitions and Divestitures: Advice to Young Professionals in a Changing Company Landscape","year":2015,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Private Equity and Venture Capital","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Divestment; Portfolio; Work (physics); Business; Asset (computer security); Marketing; Strategic fit; Finance; Strategic planning","score_opus":0.02967910351431847,"score_gpt":0.27081262602683465,"score_spread":0.24113352251251619,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2196988881","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98395485,0.00044584018,0.00006604553,0.0075493883,0.00030016305,0.0002578105,0.0000017926592,0.000054945038,0.0073691495],"genre_scores_gemma":[0.9963235,0.000002144538,0.000059269747,0.0028439488,0.0004793185,0.000028098055,0.000013685923,0.000009331915,0.00024066551],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9992587,0.00001928431,0.00014733354,0.00015477455,0.00015019771,0.0002697147],"domain_scores_gemma":[0.9997232,0.00004240371,0.000047905032,0.0001309616,0.00003551693,0.000020024198],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00066259125,0.00010223105,0.00013474768,0.00036986478,0.00013094662,0.000102517624,0.00018882469,0.000040791987,0.00003312845],"category_scores_gemma":[0.00011785394,0.00007389855,0.000016810325,0.000682754,0.000027137192,0.00048188714,0.00037081033,0.00015561173,0.000106366504],"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":[0.0006990419,0.00095402997,0.6044589,0.000625962,0.00007232114,0.00025586385,0.082713805,0.002769261,0.002413556,0.24446656,0.05449924,0.006071442],"study_design_scores_gemma":[0.005830285,0.000079275014,0.8044123,0.0031982516,0.00008926604,0.000036794656,0.06387903,0.029141102,0.000117348915,0.034991667,0.056786295,0.00143839],"about_ca_topic_score_codex":0.00023501378,"about_ca_topic_score_gemma":0.00052862195,"teacher_disagreement_score":0.20947489,"about_ca_system_score_codex":0.000020298303,"about_ca_system_score_gemma":0.000012423322,"threshold_uncertainty_score":0.30134952},"labels":[],"label_agreement":null},{"id":"W2260219257","doi":"10.2118/0116-003-twa","title":"An Object in Motion Stays in Motion","year":2016,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Suspect; Object (grammar); Legislation; Motion (physics); Work (physics); Commodity; Public relations; Psychology; Business; Sociology; Political science; Law; Engineering; Computer science; Artificial intelligence","score_opus":0.021631466959035464,"score_gpt":0.2765983359568594,"score_spread":0.25496686899782395,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2260219257","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8412901,0.00006841045,0.15757224,0.00011083404,0.00013439808,0.00008281686,0.0000018831466,0.00013936403,0.0005999259],"genre_scores_gemma":[0.998716,0.0000299556,0.0010652029,0.0000061707697,0.00006129834,0.000010845962,0.000002327813,0.000018271172,0.00008995059],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994069,0.00009539867,0.00015179304,0.00009217998,0.00008932398,0.0001644287],"domain_scores_gemma":[0.99962014,0.000093897615,0.000009288542,0.0002387347,0.00000985578,0.000028104421],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005832205,0.00007956012,0.000090093505,0.000114396666,0.000014900791,0.000011255231,0.00010876778,0.0000559953,0.00003241823],"category_scores_gemma":[0.000053822383,0.00005038036,0.000019040252,0.00019009119,0.000010012215,0.00015834744,0.000006879856,0.00010022486,0.00002926649],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005136325,0.000009928945,0.0021733881,0.000010746059,0.0000018442227,0.0000011912423,0.0002987845,0.95029634,0.016053976,0.00019242679,0.000013578953,0.030942637],"study_design_scores_gemma":[0.0006865755,0.000025259442,0.14988147,0.000061703475,0.0000020157943,0.0000013419267,0.00004003302,0.83647215,0.010406048,0.0018231107,0.00045626258,0.00014401568],"about_ca_topic_score_codex":0.0000370455,"about_ca_topic_score_gemma":0.00006351493,"teacher_disagreement_score":0.15742585,"about_ca_system_score_codex":0.00008344808,"about_ca_system_score_gemma":0.00000284764,"threshold_uncertainty_score":0.20544516},"labels":[],"label_agreement":null},{"id":"W2266056452","doi":"10.2118/0116-018-twa","title":"SPE eMentoring: Expert Career Guidance Across Boundaries and Borders","year":2016,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Reflective Practices in Education","field":"Social 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":"Nexen (Canada)","funders":"","keywords":"Internship; Graduation (instrument); Career path; Career portfolio; Career development; Medical education; Resource (disambiguation); Young professional; Career Pathways; Psychology; Public relations; Pedagogy; Political science; Engineering; Computer science; Medicine; Engineering management","score_opus":0.0599376568838312,"score_gpt":0.4320129074313539,"score_spread":0.3720752505475227,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2266056452","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6827895,0.003220158,0.0008408885,0.16104124,0.0035558618,0.0003860439,0.000006175402,0.000107142485,0.148053],"genre_scores_gemma":[0.99106604,0.0005542067,0.00040372758,0.0002799488,0.0005721882,0.000027011049,2.3527471e-7,0.000007821072,0.00708884],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990211,0.00018839317,0.0000940912,0.00015935393,0.00025907488,0.00027798262],"domain_scores_gemma":[0.9993015,0.0002717755,0.00007348451,0.00020783822,0.000094137715,0.000051270577],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0010526096,0.00006746462,0.00006480529,0.000011229016,0.0013368657,0.00029252452,0.00023605168,0.000039507442,0.00009939747],"category_scores_gemma":[0.0009026327,0.000039154853,0.000018114215,0.00011174763,0.0011097634,0.000465444,0.000056545396,0.000058545473,0.000049500177],"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":[0.00006258448,0.00005581386,0.038171366,0.000006821577,0.000049042657,9.5898e-7,0.5441706,6.258432e-7,0.005952344,0.04688837,0.015924014,0.34871742],"study_design_scores_gemma":[0.00010068309,0.000016655367,0.008836129,0.000013120367,0.0000037203831,4.388261e-7,0.015103595,5.516527e-7,0.001438087,0.008542028,0.9658705,0.000074516254],"about_ca_topic_score_codex":0.00457602,"about_ca_topic_score_gemma":0.0036398724,"teacher_disagreement_score":0.94994646,"about_ca_system_score_codex":0.00015717918,"about_ca_system_score_gemma":0.000118162396,"threshold_uncertainty_score":0.9999633},"labels":[],"label_agreement":null},{"id":"W2273113885","doi":"10.2118/0116-024-twa","title":"Maintain Objectivity To Push Through Transitions","year":2016,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Treasure; Objectivity (philosophy); Expatriate; Public relations; Management; Sociology; Political science; Law; History; Economics; Epistemology","score_opus":0.05953434042815078,"score_gpt":0.42888238830549713,"score_spread":0.3693480478773464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2273113885","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61520165,0.00016150798,0.017440675,0.2690775,0.0015085608,0.0025821228,0.00016738592,0.0004971698,0.09336339],"genre_scores_gemma":[0.97782815,0.000055283257,0.00083904306,0.009365878,0.000512848,0.00029890667,0.0000035439598,0.00003172515,0.011064602],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99721676,0.00088290166,0.00039687863,0.00029811249,0.00026267368,0.0009426792],"domain_scores_gemma":[0.9979046,0.000982629,0.0000845034,0.00069770764,0.00011560856,0.00021493578],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010171122,0.0001736144,0.00025442475,0.000037038226,0.0013451345,0.0000061841984,0.00033972552,0.00015957686,0.0017589814],"category_scores_gemma":[0.00022841446,0.0000906204,0.00007570627,0.0003553428,0.00011080848,0.00014647274,0.00009649328,0.0003733753,0.0070377365],"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":[0.00076228625,0.00030530337,0.010796841,0.00027864103,0.00007997808,0.00002407665,0.054303616,0.000038556977,0.0050758007,0.58076376,0.29377335,0.0537978],"study_design_scores_gemma":[0.0014135877,0.00028029914,0.026352594,0.001420115,0.000038314247,0.000007656923,0.008229584,0.0000121648745,0.00059582124,0.106847495,0.85441554,0.00038682125],"about_ca_topic_score_codex":0.0011755287,"about_ca_topic_score_gemma":0.0032261072,"teacher_disagreement_score":0.5606422,"about_ca_system_score_codex":0.00036669165,"about_ca_system_score_gemma":0.00016385071,"threshold_uncertainty_score":0.999955},"labels":[],"label_agreement":null},{"id":"W2274039852","doi":"10.2118/0215-022-twa","title":"Building a Career in Reserves Estimation","year":2015,"lang":"en","type":"article","venue":"The Way Ahead","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":true,"ca_institutions":"Cenovus Energy (Canada)","funders":"","keywords":"Estimation; Profitability index; Position (finance); Asset (computer security); Resource (disambiguation); Business; Oil reserves; Finance; Exploit; Economics; Natural resource economics; Petroleum; Computer science; Management","score_opus":0.06920514199828669,"score_gpt":0.3171199431525399,"score_spread":0.24791480115425318,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2274039852","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84821373,0.0004309349,0.14863008,0.00017580058,0.00022541541,0.000073476855,7.9808535e-7,0.00019622863,0.002053509],"genre_scores_gemma":[0.9606533,0.00000491458,0.039135747,0.000005461013,0.00005721819,0.000011330987,0.0000016869809,0.000016989681,0.00011335432],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994904,0.000047585243,0.00012665603,0.00006306848,0.00012939432,0.00014290142],"domain_scores_gemma":[0.99962103,0.0000992492,0.000007951968,0.00020419035,0.00002171532,0.000045879395],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006539681,0.00007063584,0.00008383051,0.0000695761,0.000017925058,0.000025353946,0.00013635997,0.000040199524,0.000005487606],"category_scores_gemma":[0.00019175967,0.00005353897,0.000018840854,0.00021206342,0.000010419391,0.00009891366,0.000017836794,0.00012987472,0.000020044195],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003873132,0.000001910333,0.00026878525,0.000012693867,0.0000033925774,0.0000012034694,0.0004601646,0.99509585,0.00036369637,0.0006214919,0.00032696832,0.0028399422],"study_design_scores_gemma":[0.00022678713,0.000008991831,0.002819887,0.000023448645,0.0000021639491,0.0000016048255,0.000041721007,0.99079823,0.001210728,0.0023926105,0.0024013752,0.00007243406],"about_ca_topic_score_codex":0.000047465237,"about_ca_topic_score_gemma":0.000014513971,"teacher_disagreement_score":0.11243955,"about_ca_system_score_codex":0.00005699123,"about_ca_system_score_gemma":0.0000067297306,"threshold_uncertainty_score":0.21832559},"labels":[],"label_agreement":null},{"id":"W2274973198","doi":"10.2118/0315-035-twa","title":"A Young Professional’s Guide to Lucky No.7: A Tale of Oil in the Saudi Arabian Desert","year":2015,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Natural Resources and Economic Development","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Desert (philosophy); Petroleum; Petroleum industry; Oil reserves; Oil field; Archaeology; Geography; Engineering; Geology; Petroleum engineering; Law; Political science; Paleontology","score_opus":0.039589420870912946,"score_gpt":0.2582973617134868,"score_spread":0.21870794084257383,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2274973198","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8636649,0.00092962984,0.000017656872,0.006621762,0.00068500615,0.00019171809,0.000019620607,0.000009409038,0.12786025],"genre_scores_gemma":[0.96582973,0.00006279631,0.0004937711,0.0012916123,0.00011308459,0.000059349935,0.0000056237386,0.0000137378265,0.032130286],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99886554,0.000028128783,0.0005457073,0.00022126113,0.000059148202,0.00028021942],"domain_scores_gemma":[0.99926126,0.00007330401,0.00017807358,0.00037771437,0.000034733,0.00007492029],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017226209,0.000116505005,0.00026806587,0.00010248064,0.00006839269,0.00003233171,0.00057333056,0.00005888121,0.00011443609],"category_scores_gemma":[0.00026692174,0.000074995194,0.00006692727,0.00022094297,0.00004196934,0.00008044435,0.00012650117,0.00016317687,0.0013476156],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00075405114,0.00081460096,0.28534156,0.00019450787,0.00023585121,0.000029020192,0.078167796,0.0010179676,0.00032789898,0.13805158,0.45595378,0.039111402],"study_design_scores_gemma":[0.000731637,0.00007793561,0.091827706,0.000072032104,0.000003219592,0.000009540639,0.0014421758,0.0005996622,0.00006880843,0.008074476,0.896852,0.00024080469],"about_ca_topic_score_codex":0.001110643,"about_ca_topic_score_gemma":0.0006823311,"teacher_disagreement_score":0.44089824,"about_ca_system_score_codex":0.00013617032,"about_ca_system_score_gemma":0.00004564492,"threshold_uncertainty_score":0.99942994},"labels":[],"label_agreement":null},{"id":"W2277792087","doi":"10.2118/0215-033-twa","title":"A Young Professional’s Guide to the Impact of Oil Price Volatility in Russia and China","year":2015,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"China; Geopolitics; World economy; International trade; Economy; Oil reserves; Politics; Business; Economics; Geography; Petroleum; Political science","score_opus":0.02021377543211846,"score_gpt":0.34282646293433394,"score_spread":0.3226126875022155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2277792087","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94858104,0.0002487369,0.000009083953,0.0044126157,0.00006414662,0.00014149118,0.0000056477816,0.000015015907,0.04652225],"genre_scores_gemma":[0.9922786,0.000008068833,0.000043121316,0.000047676112,0.00004320076,0.000029554192,0.0000025456163,0.000007760947,0.0075395172],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99848044,0.00045493644,0.00023608048,0.00017891255,0.0003156671,0.00033398246],"domain_scores_gemma":[0.9990394,0.00012948585,0.00003971592,0.0005219175,0.00013384371,0.00013561534],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020387713,0.00011431617,0.00017562573,0.000043404205,0.00010318489,0.00001945753,0.00036924885,0.00006829375,0.000053513922],"category_scores_gemma":[0.0010204986,0.00005243233,0.000057076868,0.0004133571,0.00013366432,0.00007718495,0.00025004658,0.00023647101,0.000012989071],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0077635837,0.0020218065,0.34705597,0.000424913,0.00037704242,0.000064248125,0.09894863,0.08925665,0.0021326856,0.18882205,0.03870134,0.22443107],"study_design_scores_gemma":[0.0008247546,0.00024290808,0.94072527,0.000053807333,0.0000075805133,0.00001471226,0.0022576822,0.011018675,0.00019153794,0.028986908,0.015515465,0.00016072406],"about_ca_topic_score_codex":0.052289974,"about_ca_topic_score_gemma":0.0052476767,"teacher_disagreement_score":0.59366924,"about_ca_system_score_codex":0.00020874322,"about_ca_system_score_gemma":0.00027523076,"threshold_uncertainty_score":0.9540209},"labels":[],"label_agreement":null},{"id":"W2289296502","doi":"10.2118/0315-008-twa","title":"Microfluidics and Their Macro Applications for the Oil and Gas Industry","year":2015,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Enhanced Oil Recovery Techniques","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 Toronto","funders":"","keywords":"Microfluidics; Revenue; Scale (ratio); Standardization; Petroleum industry; Business; Fossil fuel; Nanotechnology; Industrial organization; Engineering; Computer science; Materials science; Finance; Waste management","score_opus":0.022152155746253628,"score_gpt":0.24582589499875068,"score_spread":0.22367373925249706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2289296502","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7675838,0.033788454,0.17544258,0.008985784,0.00030179883,0.0008979649,0.0001833672,0.0012301555,0.01158611],"genre_scores_gemma":[0.9898008,0.0055067735,0.0020460545,0.00023804828,0.0001927451,0.0006494091,0.000004218506,0.000054598888,0.0015073203],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996803,0.0000095134865,0.00007628234,0.000079422665,0.00003532624,0.00011915736],"domain_scores_gemma":[0.9994563,0.00024026212,0.000012999583,0.00022811495,0.000023381564,0.000038927552],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020772267,0.000084249856,0.00007131573,0.000013571863,0.000068761816,0.000024952742,0.00012915062,0.000090719994,0.0000018062619],"category_scores_gemma":[0.000022741899,0.000042643584,0.00001515809,0.000058621805,0.000082399754,0.00004112004,0.000036186,0.00015076985,0.0000030325039],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011117148,0.000008515951,0.00008909579,0.000048889135,0.000040227133,1.3437663e-7,0.00081526337,0.00005811135,0.07984919,0.0016372191,0.019222055,0.8982202],"study_design_scores_gemma":[0.00030352335,0.000041286003,0.00020652023,0.000040453193,0.00002796345,0.000023944718,0.00042374022,0.0018354255,0.35477945,0.019625463,0.6225012,0.00019101353],"about_ca_topic_score_codex":0.00001070721,"about_ca_topic_score_gemma":0.000009798558,"teacher_disagreement_score":0.89802915,"about_ca_system_score_codex":0.000020417858,"about_ca_system_score_gemma":0.000008274082,"threshold_uncertainty_score":0.1738955},"labels":[],"label_agreement":null},{"id":"W2312622441","doi":"10.2118/0312-025-twa","title":"Discover a Career in Well Completions Engineering","year":2012,"lang":"en","type":"article","venue":"The Way Ahead","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":"Apache (Canada)","funders":"","keywords":"Flexibility (engineering); Drilling; Oil shale; Petroleum engineering; Reservoir engineering; Range (aeronautics); Drilling engineering; Point (geometry); Production engineering; Engineering; Computer science; Petroleum; Mechanical engineering; Geology; Mathematics; Waste management","score_opus":0.03293353331365351,"score_gpt":0.2617182046972379,"score_spread":0.22878467138358438,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2312622441","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8791347,0.0010742524,0.11174412,0.00015184261,0.00077387574,0.00014862322,0.000006387754,0.000338638,0.0066275457],"genre_scores_gemma":[0.9962117,0.000017971808,0.0032725171,0.0000142825465,0.0001919407,0.000020484114,0.000005171728,0.000031751842,0.00023420123],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993354,0.00002610441,0.00014893616,0.000061952036,0.000109311564,0.00031829593],"domain_scores_gemma":[0.9995282,0.00014401451,0.000007162833,0.0002474833,0.000008469027,0.00006465081],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003201288,0.00011427295,0.00011820372,0.00007911702,0.000029688714,0.000019185763,0.0001384549,0.000045392462,0.00007839871],"category_scores_gemma":[0.000033179014,0.00008810966,0.000043172957,0.00022128719,0.000011666776,0.00013240082,0.00002245088,0.0002085084,0.0001149477],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012473341,0.000007400672,0.0022455046,0.000020932652,0.000009009548,4.6620912e-7,0.00046879254,0.9943958,0.0010128492,0.0013310328,0.00032497634,0.0001820247],"study_design_scores_gemma":[0.00030077316,0.000005529271,0.062475204,0.000033466582,0.000008838443,0.0000052744444,0.0000542258,0.87108004,0.00097533833,0.000072894596,0.064769916,0.00021850211],"about_ca_topic_score_codex":0.000023466931,"about_ca_topic_score_gemma":0.000006697595,"teacher_disagreement_score":0.12331573,"about_ca_system_score_codex":0.000052185642,"about_ca_system_score_gemma":0.0000027532692,"threshold_uncertainty_score":0.35930073},"labels":[],"label_agreement":null},{"id":"W2315195020","doi":"10.2118/0215-030-twa","title":"Keystone XL Pipeline: Rhetoric vs. Economics","year":2015,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Energy, Environment, and Transportation Policies","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Keystone species; Legislation; Politics; Law; Political science; Law and economics; Economics; Ecology","score_opus":0.025312749368008428,"score_gpt":0.23797959944891237,"score_spread":0.21266685008090394,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2315195020","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8593859,0.00052252156,0.00032495218,0.0032599687,0.0007908291,0.00009367463,0.000016405527,0.00013944917,0.1354663],"genre_scores_gemma":[0.9785736,0.0003942887,0.00011101587,0.00086398615,0.0004028981,0.000017099454,0.000041344436,0.000031838925,0.019563915],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992094,0.00004169042,0.00023369175,0.00016399063,0.00011224748,0.00023896073],"domain_scores_gemma":[0.9993311,0.000046145076,0.000076849465,0.0004098598,0.000017470295,0.00011853446],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00020657042,0.00014070851,0.00015658268,0.00003897861,0.00008924228,0.000019538353,0.00022738051,0.000066814006,0.00016362352],"category_scores_gemma":[0.000015737427,0.0001048711,0.00006549156,0.0000801902,0.00010248918,0.00009029963,0.000017576403,0.00010037971,0.000850242],"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":[0.00016014498,0.0002098157,0.0018199713,0.000019863453,0.000116357034,0.000009010428,0.0062310006,0.22836827,0.0004306515,0.72897696,0.02220648,0.011451461],"study_design_scores_gemma":[0.0009128172,0.000061190236,0.009221597,0.0000071566806,0.000050672552,0.0000067428086,0.0003446724,0.0011283742,0.0045846817,0.014265943,0.9691447,0.00027144828],"about_ca_topic_score_codex":0.0018758425,"about_ca_topic_score_gemma":0.0014110501,"teacher_disagreement_score":0.9469382,"about_ca_system_score_codex":0.00006948571,"about_ca_system_score_gemma":0.00002538903,"threshold_uncertainty_score":0.9999277},"labels":[],"label_agreement":null},{"id":"W2318504640","doi":"10.2118/0312-023-twa","title":"Work/Life Balance in the 21st Century","year":2012,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cenovus Energy (Canada)","funders":"","keywords":"Work–life balance; Work (physics); Balance (ability); Happiness; Scope (computer science); Productivity; Public relations; Sociology; Psychology; Marketing; Business; Political science; Computer science; Social psychology; Economics; Economic growth; Engineering","score_opus":0.07781177643762541,"score_gpt":0.38663732505921633,"score_spread":0.30882554862159095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2318504640","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.703892,0.0092122825,0.000004227547,0.07988087,0.0019394907,0.00087904814,0.0000074745412,0.00008314162,0.20410146],"genre_scores_gemma":[0.9891395,0.0007798957,0.0000072773,0.006701443,0.000937099,0.00013571046,0.0000037892037,0.000011626843,0.0022836716],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9983959,0.00054909015,0.00022151766,0.00008879745,0.00017738632,0.0005672878],"domain_scores_gemma":[0.99888355,0.0006406556,0.00006905608,0.00033564595,0.000021721018,0.00004934922],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012802418,0.000102363425,0.00013862061,0.000021479902,0.0007191936,0.000004722045,0.000292325,0.00006262463,0.00026300698],"category_scores_gemma":[0.00012820143,0.000047130405,0.00003729175,0.00021782011,0.000069085625,0.0000709192,0.00011444681,0.00048283202,0.0010399873],"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":[0.000036714548,0.00007097501,0.8416612,0.00003058494,0.000017205042,5.4918036e-7,0.04138422,4.943233e-7,0.000009610289,0.03043457,0.083718106,0.0026357688],"study_design_scores_gemma":[0.00022785884,0.000008495946,0.5865341,0.00006482805,0.000008620356,1.9229955e-7,0.012872905,6.61256e-7,0.000001580596,0.00036294467,0.39985487,0.00006297745],"about_ca_topic_score_codex":0.00015912886,"about_ca_topic_score_gemma":0.00011499971,"teacher_disagreement_score":0.31613675,"about_ca_system_score_codex":0.00003449845,"about_ca_system_score_gemma":0.00002153822,"threshold_uncertainty_score":0.9997378},"labels":[],"label_agreement":null},{"id":"W2321485724","doi":"10.2118/0213-019-twa","title":"Discover a Career: Petrophysics","year":2013,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Petrophysics; Psychology; Geology; Geotechnical engineering","score_opus":0.017571117825981777,"score_gpt":0.23484459470113295,"score_spread":0.21727347687515117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2321485724","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9060479,0.00028178445,0.08261276,0.00028317666,0.00041182197,0.00013875814,0.0000031233405,0.00036191166,0.009858784],"genre_scores_gemma":[0.99594504,0.000017682902,0.00255559,0.000022867065,0.00016679717,0.000024269752,0.000002687309,0.000026187348,0.0012388971],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999549,0.000020529009,0.000091515525,0.00006385614,0.00010822334,0.00016692653],"domain_scores_gemma":[0.99957716,0.000068169706,0.0000068292497,0.00028783112,0.000019377921,0.000040655694],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000073681855,0.000089824614,0.00008632542,0.000020713795,0.000039658767,0.000046908546,0.00015616795,0.000029525108,0.00011968034],"category_scores_gemma":[0.00001642788,0.00005923607,0.00004498751,0.0001103831,0.000022924138,0.000107668464,0.00001821994,0.00012906703,0.00039819302],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.473237e-7,0.0000027804422,0.00007219055,0.000014995299,0.000014247165,4.0977375e-7,0.0002087949,0.99002945,0.0025833854,0.00085727323,0.0022532744,0.003962567],"study_design_scores_gemma":[0.00020084699,0.0000142667595,0.0071934247,0.0000127255125,0.000009162046,0.0000018593815,0.0000525978,0.9700161,0.0024342227,0.0028328774,0.017049056,0.00018286002],"about_ca_topic_score_codex":0.00004396469,"about_ca_topic_score_gemma":0.0000013226478,"teacher_disagreement_score":0.08989714,"about_ca_system_score_codex":0.000022064803,"about_ca_system_score_gemma":0.0000031594218,"threshold_uncertainty_score":0.5118099},"labels":[],"label_agreement":null},{"id":"W2331880762","doi":"10.2118/0207-003-twa","title":"Interview with Matthew R. Simmons","year":2007,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Conversation; Management; Work (physics); Sociology; Psychology; Engineering; Economics","score_opus":0.028704432643165922,"score_gpt":0.27736462251684724,"score_spread":0.24866018987368133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2331880762","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28833643,0.0009551829,0.68988067,0.0004379596,0.00023969538,0.00012037558,0.0000016346834,0.0005072302,0.019520845],"genre_scores_gemma":[0.9905087,0.000031998898,0.008345533,0.00007384568,0.00008987384,0.000004630852,0.000001659397,0.000033131517,0.00091068074],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994935,0.000024235089,0.00012361219,0.00006519398,0.00009936559,0.00019409892],"domain_scores_gemma":[0.999505,0.00015022808,0.0000094531115,0.00027228627,0.000015439779,0.00004761839],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006484272,0.00009530986,0.00009946333,0.000038123373,0.000038163947,0.00001854287,0.00015628026,0.000032606473,0.00006779912],"category_scores_gemma":[0.000012969639,0.000057133955,0.000031263273,0.0001675312,0.00002121713,0.000041399508,0.000013010581,0.00014550901,0.00008412254],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008666364,0.000006157069,0.000083751765,0.00006051953,0.000034767658,0.0000061838905,0.00030599686,0.97563213,0.0006728825,0.0007461332,0.0009604174,0.0214824],"study_design_scores_gemma":[0.0009790682,0.00011672625,0.016661262,0.00027727935,0.00005567425,0.00005893236,0.000273891,0.46664605,0.016606452,0.0010594622,0.49661636,0.0006488687],"about_ca_topic_score_codex":0.0000033332128,"about_ca_topic_score_gemma":0.00000957414,"teacher_disagreement_score":0.7021722,"about_ca_system_score_codex":0.00001999735,"about_ca_system_score_gemma":0.0000025235115,"threshold_uncertainty_score":0.23298551},"labels":[],"label_agreement":null},{"id":"W2332341516","doi":"10.2118/0215-008-twa","title":"Turbulent Commodity Prices and the Turmoil for Young Professionals","year":2015,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Crude oil; Agricultural economics; Commodity; China; Pace; Economics; Consumption (sociology); Petroleum industry; Peak oil; Business; Economy; Market economy; Geography; Climate change; Engineering","score_opus":0.04216813808002922,"score_gpt":0.3227687089057062,"score_spread":0.28060057082567696,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2332341516","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90889555,0.0019375979,0.00012619143,0.06555083,0.00030875573,0.00091985083,0.000011245552,0.00007146728,0.022178525],"genre_scores_gemma":[0.9933021,0.000020346244,0.00006895252,0.00055275136,0.00015363643,0.00019234883,0.000010182585,0.00000940814,0.00569029],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9987118,0.00035185355,0.00015530137,0.00016343583,0.00030658089,0.0003109774],"domain_scores_gemma":[0.99866664,0.00057307194,0.00004252241,0.00038854431,0.00023281829,0.000096413314],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022102874,0.000106597196,0.0001630219,0.000015800746,0.0003740709,0.0000552301,0.00036891474,0.00007113155,0.000021521659],"category_scores_gemma":[0.00060990924,0.00004668281,0.000062368585,0.00010653656,0.00040228068,0.00007129789,0.00017348603,0.00018477914,0.000015604626],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016386104,0.00015094955,0.00033161716,0.00007730658,0.00007266973,0.0000033647505,0.006965494,0.0014253539,0.000017315177,0.9590738,0.018179102,0.012064429],"study_design_scores_gemma":[0.0037348298,0.00014567917,0.002425833,0.000030162115,0.00003885135,0.00002868649,0.006884488,0.008467711,0.00048359533,0.6122515,0.36529446,0.00021420231],"about_ca_topic_score_codex":0.0020835141,"about_ca_topic_score_gemma":0.0006915793,"teacher_disagreement_score":0.34711534,"about_ca_system_score_codex":0.000059323156,"about_ca_system_score_gemma":0.00009047056,"threshold_uncertainty_score":0.31496638},"labels":[],"label_agreement":null},{"id":"W2339711520","doi":"10.2118/0215-010-twa","title":"Upping the Ante on Technology and Leadership in Challenging Market Conditions","year":2015,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Passion; Officer; Management; Work (physics); Engineering; Political science; Law; Economics; Psychology; Mechanical engineering","score_opus":0.14948422856441698,"score_gpt":0.2951120509356121,"score_spread":0.14562782237119512,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2339711520","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94469565,0.003979091,0.017885927,0.013106159,0.00046800895,0.00031826674,0.0000050187664,0.0006365795,0.018905323],"genre_scores_gemma":[0.99906343,0.00005268638,0.0004206974,0.00005195031,0.000046533874,0.00001780145,9.1311216e-7,0.000016589402,0.00032936837],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99947965,0.000057601977,0.00010694296,0.00008102094,0.00007788026,0.00019687452],"domain_scores_gemma":[0.99947524,0.00024734522,0.000009736134,0.00022458546,0.0000119501165,0.0000311519],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060692633,0.000086985165,0.0000939604,0.00016510037,0.00006089993,0.000018548246,0.00013603276,0.000062352934,0.00001022442],"category_scores_gemma":[0.00012906171,0.000056097542,0.000015137092,0.0002846505,0.000054054406,0.00004158888,0.000019294315,0.00027882768,0.000011707937],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006569689,0.00000473481,0.00028246208,0.000027788808,0.000013698833,0.000003594622,0.00085942284,0.989844,0.0002724374,0.006035809,0.00066275,0.0019867085],"study_design_scores_gemma":[0.0004921717,0.000029376848,0.0043130186,0.00012299317,0.000006376353,0.000016298043,0.0019063049,0.9797552,0.00052620284,0.0054742484,0.0072080996,0.0001496914],"about_ca_topic_score_codex":0.0000033679792,"about_ca_topic_score_gemma":0.000005070376,"teacher_disagreement_score":0.054367833,"about_ca_system_score_codex":0.000029220302,"about_ca_system_score_gemma":0.000004086587,"threshold_uncertainty_score":0.22875914},"labels":[],"label_agreement":null},{"id":"W2342677152","doi":"10.2118/0215-018-twa","title":"The Sky is Falling - Again: Oil Price: Biggest Factor Affecting the Industry","year":2015,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Global Energy and Sustainability Research","field":"Energy","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":"Cenovus Energy (Canada)","funders":"","keywords":"Profit (economics); Petroleum industry; Economics; Factor price; Oil-storage trade; Product (mathematics); Oil price; Monetary economics; Microeconomics; Engineering","score_opus":0.050025555488025376,"score_gpt":0.3102041152373639,"score_spread":0.2601785597493385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2342677152","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.900871,0.0009612328,0.000011419308,0.021364877,0.00038584103,0.00013808279,0.0000047771587,0.000110724395,0.07615206],"genre_scores_gemma":[0.97908103,0.00007008711,0.00001102006,0.0006693735,0.00047905333,0.00003591651,0.0000025687302,0.000028676573,0.019622298],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99733615,0.0006517306,0.00025866434,0.00029110702,0.0006549669,0.0008073748],"domain_scores_gemma":[0.9972825,0.0011763242,0.000083915525,0.0010063155,0.00026508013,0.00018586614],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002253169,0.00021906172,0.00017755045,0.000029851984,0.0012670793,0.00025766817,0.0011148097,0.00029376996,0.000085682645],"category_scores_gemma":[0.0016677434,0.000097096825,0.00012185348,0.0005224407,0.0003815206,0.00011493921,0.00034858042,0.0013614406,0.00019861804],"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":[0.0006245388,0.00033213233,0.005370223,0.0001508282,0.0005202965,0.00007366758,0.0320197,0.036597583,0.00090969406,0.12208985,0.016360527,0.784951],"study_design_scores_gemma":[0.00096452376,0.00019091513,0.004417384,0.00006986229,0.00003758274,0.000037510003,0.030875562,0.004055986,0.004714992,0.026675519,0.92743677,0.00052337523],"about_ca_topic_score_codex":0.0035191323,"about_ca_topic_score_gemma":0.0011200901,"teacher_disagreement_score":0.91107625,"about_ca_system_score_codex":0.0002329245,"about_ca_system_score_gemma":0.0002302274,"threshold_uncertainty_score":0.9745477},"labels":[],"label_agreement":null},{"id":"W2415620708","doi":"10.2118/0315-014-twa","title":"Integrate, Network, and Don’t Underestimate the Power of Communication","year":2015,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Work (physics); Petroleum industry; Power (physics); Passion; Business; Public relations; Marketing; Engineering; Political science; Psychology; Law","score_opus":0.043735246890963836,"score_gpt":0.29070263420061876,"score_spread":0.24696738730965492,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2415620708","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8848174,0.005612099,0.09383054,0.0009879298,0.00027831673,0.00018233665,0.0000026052282,0.00019295103,0.014095797],"genre_scores_gemma":[0.99467963,0.00010022613,0.0050188126,0.000016122129,0.000022285974,0.000004590873,0.0000019601232,0.0000123371665,0.00014403585],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995942,0.00008495121,0.00011429216,0.00003845364,0.00007334525,0.00009472498],"domain_scores_gemma":[0.99931574,0.0002362665,0.000017242797,0.00036983687,0.000031336054,0.000029554061],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006860361,0.0000634341,0.00008245465,0.000013203774,0.000039815164,0.0000187007,0.00018234015,0.000030821113,0.000007469143],"category_scores_gemma":[0.00005376119,0.00003450254,0.000015897156,0.00010406575,0.00005607839,0.000042057018,0.000035751,0.0001338366,0.0000045179913],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000045183933,0.000001736001,0.00014866801,0.000005800826,0.000012241365,6.9692994e-8,0.00066789374,0.99402475,0.00006197806,0.0024124973,0.0018242042,0.00083565176],"study_design_scores_gemma":[0.00023964455,0.000019619982,0.0032465574,0.000036263227,0.000011362162,0.000003469031,0.00032263267,0.9774969,0.0003210307,0.00796588,0.010256988,0.00007963563],"about_ca_topic_score_codex":0.000028334074,"about_ca_topic_score_gemma":0.000012395538,"teacher_disagreement_score":0.10986221,"about_ca_system_score_codex":0.000012629931,"about_ca_system_score_gemma":0.0000049180276,"threshold_uncertainty_score":0.14069727},"labels":[],"label_agreement":null},{"id":"W2416117824","doi":"10.2118/0315-022-twa","title":"The Price Is Right: What Makes an M&amp;A Deal Go Round, and What You Can Do When Companies Combine","year":2015,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Private Equity and Venture Capital","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cenovus Energy (Canada)","funders":"","keywords":"Cash flow; Mergers and acquisitions; Database transaction; Cash; Business; Finance; Asset (computer security); Free cash flow; Limited partnership; Economics; General partnership","score_opus":0.04702726091876672,"score_gpt":0.2554827863348871,"score_spread":0.20845552541612036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2416117824","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94868666,0.01071358,0.00004498987,0.034953177,0.0013066526,0.0003688723,0.000003882639,0.00012827932,0.0037939036],"genre_scores_gemma":[0.99280345,0.00091946014,0.000037429447,0.003499997,0.0011543484,0.000013987704,0.00004521718,0.000029540783,0.0014965929],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99868906,0.000044710865,0.00022682887,0.0002726093,0.00035456946,0.00041223245],"domain_scores_gemma":[0.9990535,0.000089438836,0.00012331258,0.0005372094,0.00015023023,0.000046316723],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00085491943,0.00023583701,0.00022060379,0.000056332086,0.0007246464,0.005403592,0.0006708616,0.00007527509,0.000077880424],"category_scores_gemma":[0.000042822445,0.00013273355,0.000055818506,0.00016728479,0.0002842047,0.004759993,0.00042135507,0.00022680356,0.00026565744],"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":[0.0011646781,0.00092666206,0.0069295736,0.00046959627,0.0006225798,0.000055742752,0.05452985,0.000071136565,0.00082173006,0.53145766,0.20758478,0.19536602],"study_design_scores_gemma":[0.00095174514,0.00004919175,0.0024929354,0.00014479217,0.00009521062,0.00001478997,0.02288644,0.00049761566,0.0000778375,0.10777447,0.8646386,0.000376316],"about_ca_topic_score_codex":0.00037267953,"about_ca_topic_score_gemma":0.0016128053,"teacher_disagreement_score":0.6570539,"about_ca_system_score_codex":0.00003817617,"about_ca_system_score_gemma":0.000019248391,"threshold_uncertainty_score":0.9956289},"labels":[],"label_agreement":null},{"id":"W4231219620","doi":"10.2118/0113-022-twa","title":"Deepwater Operations","year":2013,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Marine and Offshore Engineering Studies","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":"Computer science","score_opus":0.007085848227811603,"score_gpt":0.18433909102198595,"score_spread":0.17725324279417434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231219620","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8981775,0.00088292506,0.014468272,0.0027364942,0.0009164675,0.0003658826,0.000002838078,0.0009315896,0.08151803],"genre_scores_gemma":[0.99677074,0.000041798594,0.00040832174,0.00006959347,0.00013965752,0.00005801197,0.00000205611,0.0000140268785,0.002495813],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99971503,0.0000039526303,0.00006694907,0.00004271462,0.00004316331,0.00012817349],"domain_scores_gemma":[0.9998031,0.000016248658,0.0000014636399,0.0001457407,0.0000143848865,0.000019060584],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003130057,0.0000670128,0.0000567645,0.000015875377,0.00006124696,0.000028477236,0.000088444365,0.0000166347,0.0003241239],"category_scores_gemma":[0.0000060702137,0.00004053912,0.000020001666,0.000047692007,0.000014198255,0.00005656261,0.000024271314,0.00007198582,0.0008901261],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000019570994,0.000034930817,0.0012955511,0.00010595352,0.00030971644,0.0000044580493,0.0041483757,0.5885855,0.012780454,0.017727595,0.31001016,0.06499533],"study_design_scores_gemma":[0.0004085117,0.00005223056,0.06347393,0.000033354976,0.0000504191,0.000017837438,0.00031065938,0.5671849,0.01459741,0.0018885318,0.35125878,0.00072341197],"about_ca_topic_score_codex":0.00006582651,"about_ca_topic_score_gemma":0.00003104785,"teacher_disagreement_score":0.09859323,"about_ca_system_score_codex":0.000008535492,"about_ca_system_score_gemma":0.0000011255394,"threshold_uncertainty_score":0.9998878},"labels":[],"label_agreement":null},{"id":"W4250671839","doi":"10.2307/j.ctt1ckpf17.5","title":"Canada in the World","year":2018,"lang":"en","type":"book-chapter","venue":"The Way Ahead","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geography; History","score_opus":0.02971797265440756,"score_gpt":0.2681396045958915,"score_spread":0.2384216319414839,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250671839","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00009015567,0.0003061474,9.698876e-8,0.07345829,0.00028145858,0.00016359985,0.00016602533,0.0000049304526,0.9255293],"genre_scores_gemma":[0.015005893,0.000076793425,0.0000011572344,0.018420039,0.0014680173,0.0000050788067,0.0000020180075,0.000010909699,0.9650101],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99901813,0.000058738347,0.00011869833,0.0001258102,0.00040126068,0.0002773857],"domain_scores_gemma":[0.9992561,0.00025410112,0.00008667675,0.00032508775,0.000020307212,0.00005777736],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00051082566,0.0001077253,0.000118362295,0.000029096791,0.00033781835,0.000040209663,0.00072091405,0.00007582949,0.0018331201],"category_scores_gemma":[0.000054817563,0.00006635385,0.00004466901,0.00006937631,0.0004038264,0.000024887993,0.000022239134,0.00030043544,0.00016681559],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000014355527,5.396429e-7,0.0000012702968,0.0000011092208,0.0000029258906,0.0000075578205,0.0022501408,1.413017e-7,2.6117277e-8,0.4035652,0.5934873,0.00068232114],"study_design_scores_gemma":[0.00002921924,0.0000036394808,0.0001934217,0.000042223637,0.0000063747475,6.954246e-7,0.00008942629,2.8132712e-7,5.329242e-7,0.041051265,0.9584904,0.0000925217],"about_ca_topic_score_codex":0.9950979,"about_ca_topic_score_gemma":0.99998313,"teacher_disagreement_score":0.36500308,"about_ca_system_score_codex":0.00034331693,"about_ca_system_score_gemma":0.0016217235,"threshold_uncertainty_score":0.99907935},"labels":[],"label_agreement":null},{"id":"W4256067853","doi":"10.2118/0112-026-twa","title":"Unconventional Resources","year":2012,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Computer science","score_opus":0.02662950896473192,"score_gpt":0.27009019676478435,"score_spread":0.24346068780005242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4256067853","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94939995,0.0014734834,0.030172627,0.0001434296,0.00068707473,0.00004982542,0.000002055163,0.00031238832,0.017759142],"genre_scores_gemma":[0.9956999,0.000011668019,0.0026656063,0.000016542012,0.00037877454,0.0000062004415,0.0000021458843,0.000014727417,0.001204435],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995905,0.000029048728,0.00008255262,0.00003390664,0.00009843979,0.00016552777],"domain_scores_gemma":[0.9996901,0.00009779621,0.0000062396057,0.00015068219,0.000008293106,0.000046888174],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035224378,0.000059358474,0.000054952037,0.000024688099,0.00004487582,0.000012689192,0.00009720782,0.000028736486,0.00016108915],"category_scores_gemma":[0.000022749357,0.000040970444,0.000035929825,0.0000836533,0.000014763773,0.00006819913,0.000011279558,0.00009396851,0.0001582578],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000027896385,0.000007595229,0.0012260937,0.000020418558,0.000023791687,3.0849338e-7,0.0006485489,0.9886273,0.000873892,0.002941941,0.0026176851,0.0030096467],"study_design_scores_gemma":[0.00034958363,0.0000116083265,0.039491244,0.00002269043,0.00001748921,0.000014227149,0.00009402484,0.3110264,0.0033986624,0.0015094067,0.6438117,0.0002529961],"about_ca_topic_score_codex":0.0000026498785,"about_ca_topic_score_gemma":3.7617775e-7,"teacher_disagreement_score":0.6776009,"about_ca_system_score_codex":0.000014096398,"about_ca_system_score_gemma":0.0000011938793,"threshold_uncertainty_score":0.20341367},"labels":[],"label_agreement":null}]}