{"meta":{"query_hash":"a8707bcc2443","filters":{"venue":"Proceedings of Offshore Europe"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/a8707bcc2443","api":"https://metacan.xera.ac/api/v1/cohort?venue=Proceedings+of+Offshore+Europe"},"results":[{"id":"W2313626195","doi":"10.2523/109090-ms","title":"Subsea Raw Seawater Injection System—A World First","year":2007,"lang":"en","type":"article","venue":"Proceedings of Offshore Europe","topic":"Offshore Engineering and Technologies","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":"Centre National de la Recherche Scientifique","keywords":"Subsea; Seawater; Raw water; Environmental science; Water injection (oil production); Marine engineering; Raw material; Computer science; Process engineering; Engineering; Petroleum engineering; Environmental engineering; Geology; Oceanography","score_opus":0.007644199074263206,"score_gpt":0.1839850430799666,"score_spread":0.1763408440057034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2313626195","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88951164,0.00045300697,0.0015529762,0.00006386892,0.0008586585,0.00022849884,0.0000028000395,0.0039024015,0.10342613],"genre_scores_gemma":[0.99774534,0.000041886768,0.0013664613,0.000004621556,0.00020427674,0.00000881056,0.0000029191165,0.0000855989,0.0005401002],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987251,0.000001088612,0.0003838222,0.0002288879,0.00023671577,0.00042435428],"domain_scores_gemma":[0.9995058,0.00003132108,0.00005816807,0.000118473254,0.00020515743,0.000081064034],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035598024,0.00024910958,0.00026817835,0.00049700384,0.000060487713,0.000047932677,0.00029620941,0.00010513006,0.000010425707],"category_scores_gemma":[0.00006247429,0.00023407995,0.00006890794,0.00093478843,0.000061781306,0.00021778139,0.00007060143,0.00029795142,0.00004907314],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004401731,0.00044843732,0.2813296,0.020164596,0.0012015202,0.00021039901,0.004243398,0.035313666,0.3224392,0.12685452,0.1441446,0.063209906],"study_design_scores_gemma":[0.00081244094,0.00034549984,0.047152888,0.0009551273,0.000110967885,0.00018253912,0.0010904496,0.014187969,0.7976331,0.00010512017,0.13612631,0.0012975939],"about_ca_topic_score_codex":0.000007639832,"about_ca_topic_score_gemma":0.000011753877,"teacher_disagreement_score":0.47519392,"about_ca_system_score_codex":0.000087328015,"about_ca_system_score_gemma":0.0000043085665,"threshold_uncertainty_score":0.9545504},"labels":[],"label_agreement":null},{"id":"W4233145697","doi":"10.2523/83979-ms","title":"Safely Improving Production Performance through Improved Sand Management","year":2003,"lang":"en","type":"article","venue":"Proceedings of Offshore Europe","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Production (economics); Computer science; Process engineering; Engineering","score_opus":0.01299278870627271,"score_gpt":0.22411903505639072,"score_spread":0.211126246350118,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233145697","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6706904,0.000017660992,0.00019573387,0.000094581286,0.00008035245,0.0003269687,4.7259473e-7,0.00009016477,0.32850367],"genre_scores_gemma":[0.9740407,0.0002001556,0.01915925,0.00012426275,0.00002742231,0.000030915668,0.0000017843953,0.0000193594,0.006396138],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989807,0.000006618151,0.0002793573,0.0003207594,0.00023187722,0.00018071075],"domain_scores_gemma":[0.9996361,0.0000035166308,0.00017007015,0.000088246394,0.0000617598,0.00004027488],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029003428,0.00013216255,0.00011811838,0.0000373695,0.0001000454,0.00003299224,0.00014966234,0.000030785082,0.00036623052],"category_scores_gemma":[0.000066374545,0.00011888131,0.000029768476,0.00034964518,0.00008486904,0.0006211251,0.00006668736,0.00008151706,0.000051352494],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005085329,0.0001373806,0.024093445,0.00019248205,0.000015134028,6.1621455e-7,0.0010146812,0.000025466234,0.93031985,0.0064252582,0.0137505,0.02397434],"study_design_scores_gemma":[0.00024232529,0.00018408724,0.01731985,0.000028027001,0.000019884337,0.000010852605,0.00014472527,0.0005243775,0.878435,0.00028342943,0.10256609,0.00024131485],"about_ca_topic_score_codex":0.0000064315745,"about_ca_topic_score_gemma":7.308419e-7,"teacher_disagreement_score":0.32210752,"about_ca_system_score_codex":0.000038457987,"about_ca_system_score_gemma":0.0000040057207,"threshold_uncertainty_score":0.48478392},"labels":[],"label_agreement":null},{"id":"W4233201838","doi":"10.2523/108195-ms","title":"Locating and Repairing Casing Leaks With Tubing in Place—Ultrasonic Loggingand Pressure-Activated Sealant Methods","year":2007,"lang":"en","type":"article","venue":"Proceedings of Offshore Europe","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Casing; Leak; Annulus (botany); Sealant; Ultrasonic sensor; Petroleum engineering; Coiled tubing; Acoustics; Materials science; Engineering; Composite material","score_opus":0.009341885505958282,"score_gpt":0.23387691987750298,"score_spread":0.2245350343715447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233201838","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9780089,0.0013517785,0.0130563285,0.000012453486,0.000095866955,0.0001853148,0.0000010115251,0.0004935389,0.0067947772],"genre_scores_gemma":[0.969295,0.00010330943,0.03038222,0.000006142061,0.00006640616,0.0000036999834,0.0000012937778,0.000101841244,0.000040041232],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99855685,0.0000075184653,0.00041993277,0.0003254685,0.00018039829,0.00050984754],"domain_scores_gemma":[0.9994232,0.0001621316,0.000092151466,0.00008840304,0.00012029425,0.00011383655],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0012756267,0.0002759821,0.00035794752,0.0002839963,0.000059639853,0.0000657063,0.00013488576,0.00008763609,0.0000017758687],"category_scores_gemma":[0.00020196459,0.00026323416,0.000026597243,0.00059267884,0.0000547767,0.00029034805,0.00004889556,0.0004641939,6.1748045e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010515054,0.000031516276,0.031808376,0.0020127804,0.00013125657,0.000034265933,0.004000193,0.16397424,0.7741571,0.00029236154,0.000034232282,0.023418551],"study_design_scores_gemma":[0.00094815396,0.00016372424,0.018625678,0.0020002765,0.00009233171,0.00025933658,0.0011189954,0.35302794,0.6200916,0.000018057124,0.0028492617,0.0008046328],"about_ca_topic_score_codex":0.00002373937,"about_ca_topic_score_gemma":0.000005981161,"teacher_disagreement_score":0.18905368,"about_ca_system_score_codex":0.000045756344,"about_ca_system_score_gemma":0.000012833146,"threshold_uncertainty_score":0.999982},"labels":[],"label_agreement":null},{"id":"W4233304239","doi":"10.2523/83978-ms","title":"Promoting Real-Time Optimization of Hydrocarbon Producing Systems","year":2003,"lang":"en","type":"article","venue":"Proceedings of Offshore Europe","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"World Wide Web; Computer science; Information retrieval; Keyword search; Library science","score_opus":0.012813010170095555,"score_gpt":0.22513760256548743,"score_spread":0.21232459239539186,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233304239","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9470079,0.00024490754,0.0048166527,0.0000061180313,0.00017725084,0.00029911942,0.0000018222212,0.0003430266,0.04710319],"genre_scores_gemma":[0.96213245,0.000099896584,0.03742808,5.827712e-7,0.000057988094,0.000008789203,0.00000278858,0.000073673495,0.00019573212],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988631,0.000014577464,0.00048446632,0.00019726546,0.00023731208,0.00020329608],"domain_scores_gemma":[0.999302,0.000041305902,0.0001345781,0.00011215805,0.0003488493,0.000061078106],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00072855176,0.00016518164,0.000304056,0.00016647109,0.00002450156,0.000029762394,0.00014046197,0.00006265808,0.000009749865],"category_scores_gemma":[0.0005254627,0.0001662115,0.000042991778,0.0005531676,0.000021081874,0.00019722385,0.000017901415,0.000111075715,0.0000024696665],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000038561934,0.000013588274,0.0009995351,0.0007789051,0.00002297179,3.3292594e-7,0.00058696803,0.86358607,0.13341641,0.00043333345,0.0000678266,0.00009021136],"study_design_scores_gemma":[0.00018708204,0.000049535436,0.00018770773,0.00023092209,0.00001878787,0.0000063030975,0.00003810997,0.8916025,0.107202165,0.000011604197,0.00030864793,0.00015659461],"about_ca_topic_score_codex":0.00000304974,"about_ca_topic_score_gemma":1.2988147e-8,"teacher_disagreement_score":0.04690746,"about_ca_system_score_codex":0.000023491151,"about_ca_system_score_gemma":0.000011690414,"threshold_uncertainty_score":0.6777908},"labels":[],"label_agreement":null},{"id":"W4235802892","doi":"10.2523/83990-ms","title":"The Influence of Leadership and Behaviours on Safety Performance","year":2003,"lang":"en","type":"article","venue":"Proceedings of Offshore Europe","topic":"Occupational Health and Safety Research","field":"Health Professions","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":"Competence (human resources); Engineering; Submarine pipeline; Operations management; Transport engineering; Business; Risk analysis (engineering); Management","score_opus":0.09013916303144986,"score_gpt":0.38554117149998895,"score_spread":0.2954020084685391,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235802892","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9497101,0.00023647466,3.8671496e-7,0.00101964,0.00006119794,0.0005073588,0.000008017043,0.000013688788,0.04844316],"genre_scores_gemma":[0.997466,0.0011893391,0.000118870936,0.00022871688,0.000032981316,0.000026058402,0.0000014238464,0.00001561826,0.00092099316],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9984738,0.000059005553,0.0004811252,0.00017337313,0.0004003073,0.00041235282],"domain_scores_gemma":[0.99798,0.00065130275,0.00024200547,0.000093815754,0.00090120063,0.00013169885],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016722048,0.00010119378,0.00017132775,0.00006953433,0.000609186,0.0000051671022,0.00019625413,0.000071805116,0.000020920053],"category_scores_gemma":[0.0014976265,0.000068194946,0.000022011727,0.00031344182,0.00024135195,0.00012755685,0.00005192923,0.00051030656,0.000022077385],"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":[0.00062606175,0.00004297037,0.9428488,0.00090127107,0.000006278757,3.0684745e-7,0.0007986361,0.0000052851483,0.0003644889,0.041222744,0.0009814772,0.0122017],"study_design_scores_gemma":[0.00032764202,0.00036716813,0.98462033,0.0002776035,0.000005783649,0.000001657787,0.0006460542,0.000021708733,0.0005712865,0.00004695793,0.013049431,0.00006437738],"about_ca_topic_score_codex":0.000016297989,"about_ca_topic_score_gemma":0.0000051202323,"teacher_disagreement_score":0.047755923,"about_ca_system_score_codex":0.000028399007,"about_ca_system_score_gemma":0.00019843047,"threshold_uncertainty_score":0.46854278},"labels":[],"label_agreement":null},{"id":"W4245294837","doi":"10.2523/109012-ms","title":"Reservoir Management Aspects of the Rejuvenation of the Forties Field,UKCS","year":2007,"lang":"en","type":"article","venue":"Proceedings of Offshore Europe","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Exhibition; Citation; Library science; Art history; Archaeology; History; Operations research; World Wide Web; Computer science; Engineering","score_opus":0.014491871870651428,"score_gpt":0.24333720806523784,"score_spread":0.2288453361945864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245294837","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88338256,0.00013610985,0.0014406433,0.00015567102,0.0002605482,0.00019700707,0.0000015406403,0.000049103808,0.11437679],"genre_scores_gemma":[0.9962915,0.000047373385,0.0031498212,0.000010659443,0.000035609897,0.0000022895156,2.791954e-7,0.000021454707,0.00044098793],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99907583,0.000005877101,0.0003670089,0.000089830755,0.00032377458,0.00013766732],"domain_scores_gemma":[0.99938124,0.00006989576,0.00012501935,0.00016611541,0.00023594522,0.000021808439],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005891234,0.00009753462,0.00014553453,0.000085223845,0.000029867944,0.000008511141,0.00040404487,0.000044759912,0.0000066825223],"category_scores_gemma":[0.00026024284,0.000063440355,0.00008217123,0.0005370185,0.000039860428,0.000086662614,0.00011330391,0.00013122652,4.1294388e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017695272,0.00014594776,0.06230809,0.0060636266,0.0004070926,0.0000022092577,0.0041342466,0.56455153,0.15241747,0.18700548,0.009981892,0.012805485],"study_design_scores_gemma":[0.00042755489,0.00007881063,0.12880494,0.00042295846,0.00005169043,0.0000025599127,0.00034791254,0.021491399,0.83397675,0.0021961224,0.012021401,0.00017791904],"about_ca_topic_score_codex":0.0000029285393,"about_ca_topic_score_gemma":0.0000014037267,"teacher_disagreement_score":0.68155926,"about_ca_system_score_codex":0.000016358706,"about_ca_system_score_gemma":0.0000051105917,"threshold_uncertainty_score":0.25870228},"labels":[],"label_agreement":null},{"id":"W4249674205","doi":"10.2523/83951-ms","title":"Drilling Facility Design - \"A Wells Up Approach\"","year":2003,"lang":"en","type":"article","venue":"Proceedings of Offshore Europe","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Exhibition; Drilling; Citation; Library science; Computer science; World Wide Web; Operations research; Engineering; History; Archaeology; Mechanical engineering","score_opus":0.02104819439293614,"score_gpt":0.18768523117628214,"score_spread":0.166637036783346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249674205","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17838676,0.0033752702,0.3303193,0.000026063295,0.0047287904,0.00097416475,0.000028288914,0.0027935312,0.47936785],"genre_scores_gemma":[0.98248863,0.00026113482,0.016467879,0.0000123168775,0.00016711417,0.0000122360325,0.0000036562783,0.000075318254,0.0005116875],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998731,0.000006573994,0.00035240356,0.0002754769,0.00025372242,0.00038079187],"domain_scores_gemma":[0.99948686,0.00003267758,0.000049075235,0.00011548661,0.00019030555,0.00012559454],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005288878,0.00026385966,0.00029922544,0.000121581375,0.000048615977,0.00005269341,0.00022411229,0.000094358635,0.000021337366],"category_scores_gemma":[0.00015805112,0.0002652358,0.000076951685,0.00042757922,0.00004456957,0.00020092956,0.000022160028,0.0002742977,0.000049730264],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045976565,0.00016925015,0.0042123976,0.0026894934,0.0003064823,0.000004328905,0.0027772335,0.806856,0.10109228,0.010225397,0.06566933,0.005951886],"study_design_scores_gemma":[0.0008507809,0.0001422253,0.00045700843,0.0002098987,0.000096016694,0.000049414306,0.00038418028,0.25150317,0.381538,0.00048016757,0.3629481,0.0013410478],"about_ca_topic_score_codex":0.0000012200369,"about_ca_topic_score_gemma":1.5960445e-8,"teacher_disagreement_score":0.8041019,"about_ca_system_score_codex":0.000027205326,"about_ca_system_score_gemma":0.000011978253,"threshold_uncertainty_score":0.99998},"labels":[],"label_agreement":null}]}