{"meta":{"query_hash":"6d06382ae60f","filters":{"venue":"Encyclopedia of Maritime and Offshore Engineering"},"cohort_total":9,"direct_labels_cover":0,"predictions_cover":9,"exported":9,"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/6d06382ae60f","api":"https://metacan.xera.ac/api/v1/cohort?venue=Encyclopedia+of+Maritime+and+Offshore+Engineering"},"results":[{"id":"W2831341761","doi":"10.1002/9781118476406.emoe066","title":"Structural Design Methods and Documentation","year":2017,"lang":"en","type":"other","venue":"Encyclopedia of Maritime and Offshore Engineering","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Documentation; Subject (documents); Computer science; Production (economics); Reduction (mathematics); Data science; World Wide Web; Programming language; Mathematics; Economics","score_opus":0.010096146527373862,"score_gpt":0.2644317196779987,"score_spread":0.2543355731506249,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2831341761","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0062733754,0.09447603,0.1916017,0.00011593298,0.0043700323,0.001558496,0.00023395372,0.0017503507,0.6996201],"genre_scores_gemma":[0.026197536,0.09493884,0.61898136,0.000026005975,0.0020172426,0.00009042287,0.00023727684,0.0013015694,0.25620973],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992118,0.000030238685,0.00022277943,0.0002303894,0.000113734925,0.00019108351],"domain_scores_gemma":[0.99944156,0.00013235924,0.0000692792,0.00025219435,0.000016644864,0.00008796332],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017501418,0.00030521365,0.00048242608,0.00022079679,0.000040879,0.000050491377,0.00014208707,0.00033203152,0.00035282128],"category_scores_gemma":[0.000089272275,0.00028358863,0.00007076976,0.000056072557,0.00008486676,0.00011875922,0.000054866887,0.00030286948,0.0000019224206],"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":[0.000046757392,0.000020781947,0.0017448068,0.010079334,0.0033455412,0.000062161416,0.0016152496,0.039590433,0.0020140086,0.0030023875,0.2375181,0.70096046],"study_design_scores_gemma":[0.0009909655,0.00013515948,0.008011595,0.0017449576,0.0011196791,0.00008536363,0.00011611797,0.2816204,0.0019314123,0.0019216404,0.700008,0.0023147448],"about_ca_topic_score_codex":0.00019653466,"about_ca_topic_score_gemma":0.00003246135,"teacher_disagreement_score":0.6986457,"about_ca_system_score_codex":0.00001886428,"about_ca_system_score_gemma":0.000008887572,"threshold_uncertainty_score":0.9999616},"labels":[],"label_agreement":null},{"id":"W2884094401","doi":"10.1002/9781118476406.emoe019","title":"Environmental Impacts from Ships Operating in Polar Regions","year":2018,"lang":"en","type":"other","venue":"Encyclopedia of Maritime and Offshore Engineering","topic":"Maritime Transport Emissions and Efficiency","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":"Transport Canada; Global Affairs Canada","funders":"","keywords":"Polar; Arctic; Polar code; The arctic; Environmental science; Resource (disambiguation); Climate change; Transit (satellite); Environmental impact assessment; Environmental resource management; Meteorology; Oceanography; Geography; Computer science; Ecology; Engineering; Geology; Transport engineering","score_opus":0.003868725946308788,"score_gpt":0.1810464218093817,"score_spread":0.17717769586307291,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2884094401","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08676066,0.0023379358,0.00044825178,0.000057992464,0.0002970472,0.00045814164,0.00029700279,0.00013718114,0.9092058],"genre_scores_gemma":[0.54838926,0.01256298,0.030061424,0.00012336444,0.0014237071,0.00007498859,0.0008070855,0.0012559077,0.40530127],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985723,0.000020552545,0.00035701794,0.00044176026,0.00024603916,0.0003623693],"domain_scores_gemma":[0.9993863,0.000055830264,0.000081520884,0.0002911161,0.0000011677191,0.00018405358],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00014782333,0.00032606797,0.00037886904,0.0001373452,0.000041576703,0.000014659745,0.00022621432,0.00028220157,0.024751928],"category_scores_gemma":[0.000031562846,0.00032427337,0.00006340134,0.00013811947,0.00013468465,0.00008612527,0.00016037145,0.00025665076,0.0001431753],"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":[0.000019418432,0.0005237785,0.6426206,0.00032319763,0.00011643747,0.00024822395,0.0016415556,0.0008116425,0.0030037998,0.00011945758,0.33517775,0.015394109],"study_design_scores_gemma":[0.00050558086,0.000086399225,0.17771935,0.00072778185,0.000055225686,0.000010043099,0.00010106104,0.002639538,0.00008015533,0.000037464866,0.81723875,0.0007986535],"about_ca_topic_score_codex":0.002322961,"about_ca_topic_score_gemma":0.00040754417,"teacher_disagreement_score":0.5039045,"about_ca_system_score_codex":0.00005570091,"about_ca_system_score_gemma":0.0000131132,"threshold_uncertainty_score":0.9999209},"labels":[],"label_agreement":null},{"id":"W2893966609","doi":"10.1002/9781118476406.emoe056","title":"Underwater Noise from Large Commercial Ships—International Collaboration for Noise Reduction","year":2017,"lang":"en","type":"other","venue":"Encyclopedia of Maritime and Offshore Engineering","topic":"Marine animal studies overview","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University; Canadian Natural Resources","funders":"Johnson and Johnson; National Oceanic and Atmospheric Administration","keywords":"Noise (video); Government (linguistics); Baleen; Business; Environmental science; Environmental resource management; Engineering; Computer science; Fishery; Whale; Biology","score_opus":0.008417628620535978,"score_gpt":0.22900973691768484,"score_spread":0.22059210829714887,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2893966609","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":[0.0068979715,0.0017502028,0.0024706621,0.0005346453,0.002568674,0.0011497042,0.001305733,0.00016133803,0.9831611],"genre_scores_gemma":[0.08773768,0.024513863,0.030062396,0.00021004763,0.008263838,0.0004705574,0.0027480705,0.0010557882,0.84493774],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99902505,0.000011702579,0.00020934913,0.00033078,0.0002142472,0.00020886742],"domain_scores_gemma":[0.9994986,0.000038179987,0.00016211772,0.00022217911,0.000014423529,0.00006452075],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00012354509,0.00023947064,0.00031402725,0.00005809501,0.000076444776,0.000035949786,0.00023792755,0.00018469717,0.0028350484],"category_scores_gemma":[0.00006632115,0.0002477784,0.000067308254,0.000042019925,0.00005227772,0.00013463829,0.00030030034,0.000121520796,0.000033791548],"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":[0.00006496846,0.00010146888,0.015952287,0.00021365915,0.00020538013,0.000005959229,0.0003451794,0.00009321169,0.00019136138,0.00016095834,0.9572497,0.025415858],"study_design_scores_gemma":[0.00041818738,0.000032753513,0.024057087,0.00012552655,0.000065605556,0.0000011304602,0.000024563455,0.0006171188,0.00003737009,0.000043656688,0.9743151,0.00026186576],"about_ca_topic_score_codex":0.0013795091,"about_ca_topic_score_gemma":0.0025258746,"teacher_disagreement_score":0.1382233,"about_ca_system_score_codex":0.0000721823,"about_ca_system_score_gemma":0.000010563538,"threshold_uncertainty_score":0.99999744},"labels":[],"label_agreement":null},{"id":"W2902837424","doi":"10.1002/9781118476406.emoe010","title":"Description of Ice Types and Ice Conditions","year":2017,"lang":"en","type":"other","venue":"Encyclopedia of Maritime and Offshore Engineering","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Keel; Sea ice; Antarctic sea ice; Arctic ice pack; Geology; Ice divide; Drift ice; Fast ice; Lead (geology); Oceanography; Submarine pipeline; Pancake ice; Ice shelf; Climatology; Cryosphere; Physical geography; Geography; Geomorphology","score_opus":0.006312622520891269,"score_gpt":0.19032570619366923,"score_spread":0.18401308367277797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2902837424","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017081965,0.0065842243,0.0011477174,0.000055571472,0.0006864244,0.00025707923,0.0007599434,0.000074456286,0.9733526],"genre_scores_gemma":[0.6912041,0.031367857,0.009148536,0.000035316774,0.0007337427,0.000003090729,0.0007462263,0.000105090985,0.2666561],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99946797,0.0000090512785,0.00013992075,0.00014867847,0.0001036295,0.0001307766],"domain_scores_gemma":[0.9995649,0.000100489284,0.0001191212,0.00013519033,0.000016241427,0.00006405145],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008303538,0.0001429024,0.00025705138,0.00011038154,0.000041935888,0.000013148342,0.0000951,0.00013601179,0.0007788159],"category_scores_gemma":[0.000066369474,0.0001356922,0.000030394114,0.000031803116,0.000107984844,0.00008754048,0.000019252557,0.00012274862,0.000005525249],"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":[0.00008496044,0.00010550173,0.6641355,0.0072677284,0.00089432386,0.00009898214,0.0015234868,0.0016873322,0.00009926454,0.0032541787,0.13589182,0.18495692],"study_design_scores_gemma":[0.00046010077,0.00016471153,0.33163404,0.0013645561,0.0003020596,0.000041748826,0.0001498328,0.014038438,0.0000076049546,0.00028889504,0.6509166,0.0006314561],"about_ca_topic_score_codex":0.0012617173,"about_ca_topic_score_gemma":0.00049964216,"teacher_disagreement_score":0.7066965,"about_ca_system_score_codex":0.0000013920264,"about_ca_system_score_gemma":0.000022631097,"threshold_uncertainty_score":0.8527488},"labels":[],"label_agreement":null},{"id":"W2903928752","doi":"10.1002/9781118476406.emoe504","title":"Resource Development in Arctic Regions","year":2018,"lang":"en","type":"other","venue":"Encyclopedia of Maritime and Offshore Engineering","topic":"Offshore Engineering and Technologies","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":"Carleton University","funders":"","keywords":"Serviceability (structure); Terrain; Arctic; Environmental science; Civil engineering; Engineering; Permafrost; Resource (disambiguation); Environmental resource management; Computer science; Geology; Geography","score_opus":0.004801122093342563,"score_gpt":0.17800626716726828,"score_spread":0.1732051450739257,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2903928752","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":[0.0039545083,0.015257164,0.004844551,0.000044756525,0.0010837838,0.00057055155,0.000029576324,0.0038127953,0.9704023],"genre_scores_gemma":[0.19572994,0.029516453,0.12347968,0.00003536751,0.0031318036,0.0005641509,0.00042207402,0.0058783297,0.6412422],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986911,0.0000071344934,0.00040604014,0.00030073104,0.00017662204,0.00041839213],"domain_scores_gemma":[0.99942786,0.00007182525,0.00004467978,0.00035437493,0.000013716103,0.000087548426],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012494117,0.0004385235,0.0005313255,0.0008397478,0.000015319887,0.000014143069,0.00025433814,0.00047091983,0.00018184251],"category_scores_gemma":[0.00007764123,0.00048553926,0.00005420959,0.0003034695,0.000068773734,0.00004044606,0.000106846026,0.00038505744,0.00003573267],"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":[0.000014367775,0.000121120305,0.004732685,0.0078223,0.0006428824,0.00020388218,0.00090495695,0.010110557,0.00010278004,0.0033905525,0.91286194,0.059091955],"study_design_scores_gemma":[0.00019544845,0.000024010404,0.0012135393,0.0012762873,0.000021501506,0.0000122774845,0.000029058181,0.0022466038,0.00015132091,0.000024907715,0.99427307,0.0005319572],"about_ca_topic_score_codex":0.000021785709,"about_ca_topic_score_gemma":0.00007257665,"teacher_disagreement_score":0.32916012,"about_ca_system_score_codex":0.00006473006,"about_ca_system_score_gemma":0.000022821458,"threshold_uncertainty_score":0.9997596},"labels":[],"label_agreement":null},{"id":"W2913783221","doi":"10.1002/9781118476406.emoe352","title":"Accident Investigations and Safety Management","year":2018,"lang":"en","type":"other","venue":"Encyclopedia of Maritime and Offshore Engineering","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Accident (philosophy); Accident management; Accident investigation; Risk analysis (engineering); Process (computing); Engineering; Forensic engineering; Computer science; Business","score_opus":0.017396593904616033,"score_gpt":0.3305848064215759,"score_spread":0.3131882125169599,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2913783221","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":[0.00043663257,0.0020052618,0.00046218294,0.00031529076,0.00067956926,0.0011783281,0.00008203397,0.00011419102,0.99472654],"genre_scores_gemma":[0.00089542323,0.033521775,0.013423535,0.00016151229,0.0016636621,0.0003042457,0.00026820585,0.00033488838,0.9494268],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985631,0.00006778511,0.00045044237,0.00027891397,0.00025842508,0.00038133113],"domain_scores_gemma":[0.9990382,0.0003072715,0.000117506796,0.00022467566,0.00005061692,0.00026173628],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00038639395,0.00020660124,0.0003392835,0.0003238995,0.00015838858,0.0000048183424,0.00011451646,0.00029564227,0.0023462053],"category_scores_gemma":[0.00012593786,0.00020202971,0.000029960609,0.00014379591,0.00008181138,0.000042610238,0.00023574372,0.0003706364,0.00012391544],"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":[0.000060953338,0.00003189076,0.13191229,0.0064931586,0.00015120608,0.000013802915,0.0003821072,0.0000046716145,9.2568854e-7,0.011842964,0.82317334,0.025932683],"study_design_scores_gemma":[0.00034692654,0.000031627827,0.13732962,0.0010658103,0.000028558552,0.000001141702,0.000063087704,0.00016628066,2.7040596e-7,0.00011392925,0.86069334,0.00015938841],"about_ca_topic_score_codex":0.00016527645,"about_ca_topic_score_gemma":0.0001447025,"teacher_disagreement_score":0.045299757,"about_ca_system_score_codex":0.00004150439,"about_ca_system_score_gemma":0.0001108745,"threshold_uncertainty_score":0.9985658},"labels":[],"label_agreement":null},{"id":"W2935748450","doi":"10.1002/9781118476406.emoe356","title":"Blowout Risk in Drilling and Production","year":2018,"lang":"en","type":"other","venue":"Encyclopedia of Maritime and Offshore Engineering","topic":"Risk and Safety Analysis","field":"Decision Sciences","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":"Memorial University of Newfoundland","funders":"","keywords":"Risk analysis (engineering); Risk management; SAFER; Risk assessment; Production (economics); Submarine pipeline; Offshore drilling; Risk Control; Control (management); Well control; Engineering; Drilling; Computer science; Business; Computer security","score_opus":0.011598924705541509,"score_gpt":0.25757829408767463,"score_spread":0.24597936938213313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2935748450","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":[0.052220963,0.023865756,0.005613689,0.00056098384,0.0024187323,0.00079390703,0.00010256905,0.00024783716,0.91417557],"genre_scores_gemma":[0.031308934,0.14070483,0.01612295,0.000015278982,0.0026886417,0.000026727737,0.000030772033,0.0003932606,0.8087086],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99822766,0.000056754347,0.0005325292,0.00052839203,0.00045069464,0.00020395589],"domain_scores_gemma":[0.9990302,0.00026677188,0.00021601886,0.00035435398,0.000049985996,0.00008271449],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011696948,0.0002282167,0.0005545405,0.0008427678,0.000033971784,0.000040612522,0.00019723427,0.00023298852,0.0005205294],"category_scores_gemma":[0.0013081831,0.00019425232,0.00007389607,0.00047520187,0.00008820704,0.00009786142,0.000109914865,0.00021417014,0.00003444358],"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":[0.000038931288,0.000071383365,0.1473947,0.00023059535,0.00021651236,0.000029603869,0.0012529577,0.0012330263,0.000024170506,0.00025555975,0.34068742,0.5085651],"study_design_scores_gemma":[0.00022628874,0.000038595004,0.027571391,0.000317139,0.000096515905,0.000007889769,0.0001492049,0.0068488647,0.000021073747,0.0011135063,0.963217,0.0003925335],"about_ca_topic_score_codex":0.00023179148,"about_ca_topic_score_gemma":0.00039627004,"teacher_disagreement_score":0.62252957,"about_ca_system_score_codex":0.000010371539,"about_ca_system_score_gemma":0.000020863592,"threshold_uncertainty_score":0.792138},"labels":[],"label_agreement":null},{"id":"W3194276068","doi":"10.1002/9781118476406.emoe011","title":"Propulsion in Ice","year":2017,"lang":"en","type":"other","venue":"Encyclopedia of Maritime and Offshore Engineering","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Propulsion; Propeller; Marine engineering; Context (archaeology); Engineering; Aerospace engineering; Marine propulsion; Power (physics); Geology; Physics","score_opus":0.004402558168101496,"score_gpt":0.1861613396756308,"score_spread":0.1817587815075293,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3194276068","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":[0.0026031255,0.0024155804,0.00017299285,0.00004658399,0.00053416484,0.00020492949,0.000092146925,0.00005583333,0.99387467],"genre_scores_gemma":[0.1528318,0.03151435,0.011561862,0.000053574502,0.001484104,0.0000057225643,0.00057908904,0.00021406871,0.8017554],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99929744,0.000009690594,0.00015300422,0.00019994231,0.00013300191,0.00020693644],"domain_scores_gemma":[0.999602,0.000051284864,0.00009108544,0.00018261229,0.0000065589934,0.00006641913],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00011302188,0.00017816026,0.00028453293,0.00016564196,0.000026072541,0.000013562908,0.00016701657,0.00017929901,0.0010941945],"category_scores_gemma":[0.000057456138,0.00016166555,0.000034012315,0.000044442884,0.00004901785,0.00006558759,0.000024894509,0.00021401665,0.000018834133],"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":[0.00003179484,0.000039602175,0.5522312,0.0017062254,0.00008013947,0.00020713412,0.0002969163,0.00073372433,0.0000028184113,0.00020988009,0.06547183,0.37898874],"study_design_scores_gemma":[0.0002600569,0.000052685427,0.16927993,0.00095528015,0.000028773133,0.000015992393,0.000029546889,0.008140913,9.5184697e-7,0.000056174853,0.8208082,0.00037151694],"about_ca_topic_score_codex":0.002289272,"about_ca_topic_score_gemma":0.0017120555,"teacher_disagreement_score":0.75533634,"about_ca_system_score_codex":0.0000026470163,"about_ca_system_score_gemma":0.000027280388,"threshold_uncertainty_score":0.9998189},"labels":[],"label_agreement":null},{"id":"W4234682025","doi":"10.1002/9781118476406.emoe351","title":"Introduction","year":2017,"lang":"en","type":"other","venue":"Encyclopedia of Maritime and Offshore Engineering","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Risk analysis (engineering); Context (archaeology); Risk management; Risk assessment; Process (computing); Submarine pipeline; Computer science; Business; Environmental resource management; Environmental planning; Engineering; Environmental science; Geography; Computer security","score_opus":0.013934859535388483,"score_gpt":0.27140569794042424,"score_spread":0.25747083840503576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234682025","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":[0.000068757436,0.005641596,0.0041205795,0.00074046187,0.0011917354,0.00012011179,0.000048089547,0.0000884334,0.98798025],"genre_scores_gemma":[0.0006297165,0.014615776,0.0028163576,0.0000065713684,0.0027910694,0.000005683079,0.000024729146,0.00012504485,0.9789851],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99837136,0.000028830438,0.00038202954,0.00044654263,0.00058589806,0.00018534227],"domain_scores_gemma":[0.9985746,0.00017610108,0.0003007335,0.0007952493,0.00005867575,0.00009465395],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00070318545,0.00022280363,0.0005893223,0.0005604496,0.000052582818,0.000071716975,0.0004922794,0.00024046321,0.0026474155],"category_scores_gemma":[0.0012318966,0.00018605737,0.00014839019,0.00016805717,0.0000739414,0.00011278166,0.00014114141,0.00020398079,0.00010777752],"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":[0.0000035299481,0.000008857365,0.0004887952,0.000029019257,0.000058665373,0.0000064681267,0.000034751472,0.00008443654,0.00000484074,0.000363518,0.8643248,0.1345923],"study_design_scores_gemma":[0.00008785279,0.000015644975,0.0015541557,0.0000624896,0.00005618516,0.000004840473,0.000015691208,0.00072959875,0.000007977568,0.00038060246,0.9968901,0.0001948463],"about_ca_topic_score_codex":0.00010973561,"about_ca_topic_score_gemma":0.00009119074,"teacher_disagreement_score":0.13439745,"about_ca_system_score_codex":0.000008974519,"about_ca_system_score_gemma":0.00002747345,"threshold_uncertainty_score":0.9982643},"labels":[],"label_agreement":null}]}