{"meta":{"query_hash":"a247e229a9cd","filters":{"venue":"SPE Offshore Europe Conference and Exhibition"},"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/a247e229a9cd","api":"https://metacan.xera.ac/api/v1/cohort?venue=SPE+Offshore+Europe+Conference+and+Exhibition"},"results":[{"id":"W1457736559","doi":"10.2118/175426-ms","title":"Preparation for Cost Effective Decommissioning and Abandonment of Subsea Pipelines","year":2015,"lang":"en","type":"article","venue":"SPE Offshore Europe Conference and Exhibition","topic":"Marine and Offshore Engineering Studies","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Intecsea (Canada)","funders":"","keywords":"Nuclear decommissioning; Subsea; Pipeline transport; Abandonment (legal); Engineering; Risk analysis (engineering); Environmental science; Business; Marine engineering; Waste management; Environmental engineering","score_opus":0.023121916115229787,"score_gpt":0.26271340009839494,"score_spread":0.23959148398316515,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1457736559","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3449399,0.0015425422,0.43704596,0.010568523,0.0023195853,0.018057942,0.006268925,0.014012329,0.16524422],"genre_scores_gemma":[0.56604177,0.0014431605,0.35551283,0.0007748122,0.0003291278,0.0032527442,0.0055370186,0.0009918858,0.06611664],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99694,0.00067709817,0.00019101099,0.00018538474,0.0016122911,0.00039425638],"domain_scores_gemma":[0.99344444,0.0013408313,0.0011433694,0.00066145125,0.0024886276,0.00092122046],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004507032,0.0010345372,0.00050966296,0.0019648764,0.0016238866,0.0018958739,0.001729649,0.00074120634,0.055823114],"category_scores_gemma":[0.010564964,0.00041305105,0.0007930944,0.00074137095,0.00045049097,0.0016310705,0.0019792693,0.0012394357,0.009241373],"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":[0.00094731984,0.00086825073,0.007933593,0.0012781338,0.000046532674,0.0011700784,0.00095292774,0.020640431,0.029535575,0.0063447626,0.09577328,0.8345091],"study_design_scores_gemma":[0.0005210718,0.009095656,0.07592403,0.0020198694,0.00017943239,0.0017970684,0.008372753,0.07157565,0.07650619,0.023364011,0.73020726,0.00043694695],"about_ca_topic_score_codex":0.0051606023,"about_ca_topic_score_gemma":0.010603489,"teacher_disagreement_score":0.055823114,"about_ca_system_score_codex":0.002165693,"about_ca_system_score_gemma":0.0074640517,"threshold_uncertainty_score":0.18674695},"labels":[],"label_agreement":null},{"id":"W2175436889","doi":"10.2118/175441-ms","title":"Detailed Approach for the Assessment of Accumulated Wellhead Fatigue","year":2015,"lang":"en","type":"article","venue":"SPE Offshore Europe Conference and Exhibition","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Subsea; Wellhead; Workover; Reliability engineering; Computer science; Engineering; Marine engineering; Environmental science; Petroleum engineering","score_opus":0.07206925549749503,"score_gpt":0.2794205492184225,"score_spread":0.20735129372092748,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2175436889","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07065227,0.00040490855,0.9158898,0.000053908756,0.00003633993,0.0003930835,0.0009911566,0.001671608,0.009906903],"genre_scores_gemma":[0.5273518,0.00059526105,0.46140102,0.000046602134,0.000019743276,0.0003274451,0.0008713332,0.00013386077,0.0092529375],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994943,0.00007202807,0.000025430929,0.00007103376,0.0002988831,0.000038454637],"domain_scores_gemma":[0.9995215,0.00009012707,0.00005646073,0.00007666403,0.00023661951,0.000018573834],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004954304,0.00064423156,0.00039086945,0.0020729979,0.00029761577,0.00075684855,0.0006976677,0.0007218523,0.0052767918],"category_scores_gemma":[0.0009605881,0.00042831007,0.00045995304,0.00070230156,0.00022565352,0.00073934713,0.0007831115,0.00042871697,0.001227874],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025715595,0.00012897392,0.0135201225,0.00064007944,0.000099152705,0.0007642191,0.00085827976,0.27059358,0.37495705,0.012470985,0.0027102553,0.32300013],"study_design_scores_gemma":[0.000022931326,0.0006640641,0.032149334,0.00015799816,0.00009337436,0.0010019307,0.00048350613,0.84619385,0.08294259,0.009893017,0.026207848,0.0001895996],"about_ca_topic_score_codex":0.0033668543,"about_ca_topic_score_gemma":0.008670127,"teacher_disagreement_score":0.0052767918,"about_ca_system_score_codex":0.00045323884,"about_ca_system_score_gemma":0.00060737913,"threshold_uncertainty_score":0.01765263},"labels":[],"label_agreement":null},{"id":"W2222392587","doi":"10.2118/175458-ms","title":"Mission Command Project Management","year":2015,"lang":"en","type":"article","venue":"SPE Offshore Europe Conference and Exhibition","topic":"Outsourcing and Supply Chain Management","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":"Apache (Canada)","funders":"","keywords":"Command and control; Project management; Delegation; Decentralization; Engineering; Management; Economics; Political science; Law; Telecommunications","score_opus":0.0530617090117156,"score_gpt":0.25049581679845173,"score_spread":0.19743410778673615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2222392587","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.042997185,0.0061820196,0.08675285,0.03089965,0.0035092046,0.003287971,0.0023543031,0.006602901,0.8174139],"genre_scores_gemma":[0.29064584,0.0065917047,0.059152804,0.0035673159,0.0010583815,0.0029825221,0.0052146465,0.0012420918,0.6295448],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9884023,0.00410457,0.0007897898,0.0006894489,0.0045277947,0.0014860594],"domain_scores_gemma":[0.9807295,0.0026021362,0.0019858615,0.0015602205,0.007916296,0.0052058734],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009526894,0.00074186205,0.00028273027,0.0036456997,0.0037357006,0.0067849336,0.0024760151,0.0009884156,0.095378526],"category_scores_gemma":[0.0141936205,0.00039234705,0.00040677353,0.0025581745,0.0014649335,0.0033884046,0.007701406,0.0017488245,0.026928205],"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":[0.00011753965,0.0002519755,0.0060334885,0.00072550774,0.00002042272,0.0004152199,0.004302948,0.002221926,0.0010638664,0.045217536,0.28811494,0.65151465],"study_design_scores_gemma":[0.00001794591,0.00013698351,0.0035423585,0.00037587696,0.0000049115547,0.0003012596,0.0029711837,0.0013277258,0.00061149546,0.0036964833,0.9869867,0.000027167145],"about_ca_topic_score_codex":0.0042453227,"about_ca_topic_score_gemma":0.0034184454,"teacher_disagreement_score":0.095378526,"about_ca_system_score_codex":0.005503519,"about_ca_system_score_gemma":0.01694851,"threshold_uncertainty_score":0.3190729},"labels":[],"label_agreement":null},{"id":"W2231085720","doi":"10.2118/175450-ms","title":"Spectral Noise Logging Integrated with High-Precision Temperature Logging for a Multi-Well Leak Detection Survey in South Alberta","year":2015,"lang":"en","type":"article","venue":"SPE Offshore Europe Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Annulus (botany); Petroleum engineering; Casing; Coal; Coal mining; Natural gas; Environmental science; Aquifer; Logging; Geology; Mining engineering; Methane; Natural gas field; Engineering; Waste management; Geotechnical engineering; Groundwater","score_opus":0.030343125818713592,"score_gpt":0.22070141732080686,"score_spread":0.19035829150209327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2231085720","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98930115,0.0002140388,0.0044409353,0.00016574153,0.00002389036,0.000112408445,0.001994393,0.00033129772,0.0034160435],"genre_scores_gemma":[0.98826027,0.00013560885,0.007135172,0.0000496095,0.000010588775,0.000029159413,0.00088266475,0.000031556938,0.003465368],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9996749,0.000014467866,0.000011746083,0.000053953507,0.00019023303,0.00005468057],"domain_scores_gemma":[0.99951065,0.000023898874,0.000041441494,0.000016677597,0.00034308422,0.000064305685],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026837995,0.0003640394,0.000287059,0.0016126335,0.0010311302,0.0005050852,0.0006597633,0.00048889336,0.00085984304],"category_scores_gemma":[0.00023662443,0.00018995581,0.00020734407,0.0016431552,0.00032319792,0.00024635965,0.00038996522,0.00034072483,0.00041151198],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047605787,0.00055816903,0.7429583,0.0002229035,0.00007790985,0.005449555,0.0035649766,0.008514331,0.1387929,0.00031713018,0.0032205484,0.0958471],"study_design_scores_gemma":[0.000013997274,0.00010400983,0.97197616,0.000036182217,0.00003520821,0.00033590352,0.0030111016,0.015794214,0.004809309,0.00010117636,0.0037437617,0.00003907376],"about_ca_topic_score_codex":0.65912455,"about_ca_topic_score_gemma":0.86352664,"teacher_disagreement_score":0.34087545,"about_ca_system_score_codex":0.0027698525,"about_ca_system_score_gemma":0.0033809303,"threshold_uncertainty_score":0.68576586},"labels":[],"label_agreement":null},{"id":"W2969545554","doi":"10.2118/195729-ms","title":"Managing Process Safety in a Decommissioning Project","year":2019,"lang":"en","type":"article","venue":"SPE Offshore Europe Conference and Exhibition","topic":"Marine and Offshore Engineering Studies","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":"SNC-Lavalin (Canada)","funders":"","keywords":"Nuclear decommissioning; Engineering; Process (computing); Hazardous waste; Risk analysis (engineering); Operations management; Business; Computer science; Waste management","score_opus":0.011710837225057506,"score_gpt":0.23108422077129195,"score_spread":0.21937338354623445,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2969545554","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52552634,0.007767997,0.23980105,0.045398716,0.0015512623,0.0046902695,0.0003870286,0.008320027,0.16655724],"genre_scores_gemma":[0.76893675,0.005810879,0.11020348,0.0016145941,0.00026955982,0.00074204383,0.0009196557,0.00056893774,0.110934086],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9919002,0.0025910249,0.0003930341,0.00052461954,0.0038183029,0.00077277294],"domain_scores_gemma":[0.9855123,0.0032416019,0.001850305,0.0011028817,0.0058866707,0.0024061652],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008935459,0.0011352716,0.00025277046,0.001982799,0.0032045252,0.0035812315,0.0020065315,0.0015357651,0.00938937],"category_scores_gemma":[0.012032328,0.00042656474,0.00030242855,0.0007421962,0.0010469551,0.002986788,0.005209452,0.0024630527,0.0028040973],"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":[0.00028210637,0.0010928541,0.016976085,0.00060012756,0.00003223303,0.0032690584,0.010970289,0.010864839,0.021878531,0.008170799,0.04595789,0.8799052],"study_design_scores_gemma":[0.00021212145,0.006832369,0.067449965,0.003388426,0.00010378803,0.005901188,0.04269292,0.033736456,0.05149076,0.019435313,0.7684181,0.00033861407],"about_ca_topic_score_codex":0.0054351264,"about_ca_topic_score_gemma":0.005966137,"teacher_disagreement_score":0.00938937,"about_ca_system_score_codex":0.0024764931,"about_ca_system_score_gemma":0.009407589,"threshold_uncertainty_score":0.047255814},"labels":[],"label_agreement":null},{"id":"W2969857847","doi":"10.2118/195761-ms","title":"Integrating First Principles-Based Approaches into the Routine Design Practice for Offshore Consequence Analysis and Operational Troubleshooting Assessments","year":2019,"lang":"en","type":"article","venue":"SPE Offshore Europe Conference and Exhibition","topic":"Risk and Safety Analysis","field":"Decision 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":"Hatch (Canada)","funders":"","keywords":"Workflow; Engineering design process; Computational fluid dynamics; Finite element method; Engineering; Systems engineering; Process (computing); Troubleshooting; Computer science; Mechanical engineering; Reliability engineering; Aerospace engineering; Structural engineering","score_opus":0.1713400846678681,"score_gpt":0.3623678721750452,"score_spread":0.19102778750717708,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2969857847","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009868848,0.00012553211,0.97968185,0.00031157714,0.000034301753,0.00040757054,0.00007882255,0.0007762347,0.008715285],"genre_scores_gemma":[0.11646974,0.00033889807,0.8798086,0.00008063019,0.000017951505,0.0005970602,0.00017675039,0.00028657564,0.0022238041],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9953204,0.0013638664,0.00023231441,0.0003162548,0.002588892,0.00017829738],"domain_scores_gemma":[0.9921307,0.0031865595,0.00056572416,0.0013660067,0.0025673592,0.00018378027],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006698658,0.0019092516,0.0010809153,0.0032006649,0.0012291484,0.0048055137,0.0028125753,0.0015250006,0.0046168],"category_scores_gemma":[0.008998095,0.001522528,0.0014914725,0.00080851454,0.0019514728,0.0016832239,0.0025784196,0.0020130398,0.0013186077],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058408375,0.00048244643,0.0027443185,0.0012655199,0.000129798,0.0003697987,0.0012986561,0.7279295,0.023325922,0.042571306,0.0028528126,0.19697152],"study_design_scores_gemma":[0.00008799534,0.00034649594,0.0020181143,0.0006757942,0.000069176174,0.0002685131,0.00083627616,0.8896675,0.0153886415,0.06038556,0.030150542,0.000105380626],"about_ca_topic_score_codex":0.004459357,"about_ca_topic_score_gemma":0.006620612,"teacher_disagreement_score":0.006698658,"about_ca_system_score_codex":0.0020728034,"about_ca_system_score_gemma":0.0045063924,"threshold_uncertainty_score":0.03542626},"labels":[],"label_agreement":null},{"id":"W2969869466","doi":"10.2118/195769-ms","title":"Major Accident Hazards – Own Your Barrier","year":2019,"lang":"en","type":"article","venue":"SPE Offshore Europe Conference and Exhibition","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Hazard analysis; Workgroup; Identification (biology); Hazard; Risk analysis (engineering); Near miss; Engineering; Workforce; Hazardous waste; Occupational safety and health; Forensic engineering; Business; Computer security; Computer science; Waste management; Medicine; Political science","score_opus":0.05332885525482434,"score_gpt":0.32072172508490265,"score_spread":0.2673928698300783,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2969869466","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8910988,0.0017654905,0.006739902,0.034317635,0.0012851604,0.0002527059,0.00017445648,0.00032320517,0.06404274],"genre_scores_gemma":[0.96761507,0.001024621,0.0018363514,0.004016926,0.00013391637,0.000051164498,0.00006987504,0.000036184378,0.025215952],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972083,0.00080752483,0.00016643395,0.00016057382,0.0011903946,0.0004667967],"domain_scores_gemma":[0.98638606,0.004120194,0.0029486725,0.0011804565,0.0029292463,0.0024353582],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020381128,0.0003874569,0.00027910102,0.0004099444,0.0027132276,0.0015841599,0.0008596964,0.0017734321,0.020819465],"category_scores_gemma":[0.014716003,0.000312009,0.00041394462,0.0002551178,0.0012132059,0.0023474323,0.002765637,0.0026407435,0.003093735],"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":[0.00026184897,0.0020097566,0.18233162,0.0022708422,0.0001579476,0.0038853362,0.12286479,0.00067382515,0.014781542,0.007374845,0.1407693,0.52261835],"study_design_scores_gemma":[0.000039786235,0.002267678,0.22993357,0.0023725138,0.000120208104,0.010514389,0.3334798,0.00094959675,0.006639966,0.0066876095,0.40679944,0.00019548634],"about_ca_topic_score_codex":0.004100375,"about_ca_topic_score_gemma":0.0034033987,"teacher_disagreement_score":0.020819465,"about_ca_system_score_codex":0.0008721236,"about_ca_system_score_gemma":0.002026876,"threshold_uncertainty_score":0.06964803},"labels":[],"label_agreement":null}]}