{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":30,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":30,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"query_hash":"6266ae144ce0","filters":{"venue":"OTC Brasil"}},"results":[{"id":"W2286505249","doi":"10.4043/26068-ms","title":"Wettability Alteration of Heavy-Oil/Bitumen Containing Carbonates Using Solvents, high pH Solutions and Nano/Ionic Liquids","year":2015,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Wetting; Contact angle; Imbibition; Calcite; Chemical engineering; Materials science; Mineralogy; Enhanced oil recovery; Chemistry; Composite material","retraction":null,"screen_n_in":null,"score":{"opus":0.02946924492361357,"gpt":0.2555510664726996,"spread":0.226081821549086,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003527346,0.0001467474,0.0002279465,0.00008004197,0.00006096344,0.00002986461,0.00008430965,0.0001005024,0.00001548237],"category_scores_gemma":[0.00008988479,0.0001620944,0.00003909666,0.0001255397,0.00006686371,0.0003118682,0.00005470613,0.0001222263,0.00000245745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002196579,"about_ca_system_score_gemma":0.00006251161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000294158,"about_ca_topic_score_gemma":0.0001007374,"domain_scores_codex":[0.9990765,0.00004600828,0.0002968877,0.0001822878,0.000153443,0.0002449033],"domain_scores_gemma":[0.9994811,0.0000649212,0.00005726736,0.0002180607,0.00009024226,0.00008842065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001284076,0.0001530868,0.0165127,0.0004871374,0.0001676149,0.000005139244,0.001577841,0.04273587,0.9183683,0.004013192,0.00110896,0.01474174],"study_design_scores_gemma":[0.001174648,0.0003671715,0.004562332,0.0004100158,0.00007399268,0.00002516473,0.0002507539,0.1397793,0.8478438,0.003948128,0.0009249126,0.0006396972],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881291,0.00100429,0.008334263,0.00003406618,0.0002466121,0.00009396297,0.00001595322,0.0003263813,0.001815389],"genre_scores_gemma":[0.9926095,0.00007269039,0.007135182,0.00001808908,0.000051812,0.00001992674,0.00001303548,0.00003104325,0.00004873903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09704347,"threshold_uncertainty_score":0.6610018,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2003094959","doi":"10.4043/22443-ms","title":"Application of Emulsion Viscosity Reducers to Lower Produced Fluid Viscosity","year":2011,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Emulsion; Brine; Viscosity; Crude oil; Chemical engineering; Enhanced oil recovery; Petroleum engineering; Chemistry; Rheology; Mixing (physics); Produced water; Chromatography; Materials science; Organic chemistry; Geology; Composite material","retraction":null,"screen_n_in":null,"score":{"opus":0.01208160350020588,"gpt":0.2242442840938672,"spread":0.2121626805936613,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001211099,0.0001444145,0.0001779359,0.00009660311,0.00003008093,0.000007140734,0.0002220661,0.00009259516,0.00006428437],"category_scores_gemma":[0.00003816693,0.000153598,0.00005510667,0.0002453816,0.00002387151,0.0001590381,0.00005404155,0.0001060807,0.0001094833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000962872,"about_ca_system_score_gemma":0.000008635661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009108304,"about_ca_topic_score_gemma":0.00002442597,"domain_scores_codex":[0.9991804,0.00001646777,0.0002159982,0.0002499211,0.0001465295,0.000190686],"domain_scores_gemma":[0.9993012,0.00001423936,0.000041601,0.0005012279,0.00006017736,0.00008153499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003827036,0.00007117292,0.00136253,0.00006210572,0.00001458094,8.130885e-7,0.0002644089,0.0002656462,0.9760185,0.0001172805,0.003182513,0.01860218],"study_design_scores_gemma":[0.00007331145,0.00008609877,0.02233126,0.00004175009,0.000009358281,0.000001337124,0.000009111401,0.000705745,0.9755306,0.0001949381,0.0008467644,0.0001697695],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9253042,0.00003719257,0.0541962,0.00001795629,0.0002179231,0.00041213,0.000007819875,0.0005915537,0.01921505],"genre_scores_gemma":[0.9883664,0.00001764049,0.01129669,0.00003316571,0.00004355195,0.00007015374,0.000005538515,0.00003848804,0.0001283912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06306221,"threshold_uncertainty_score":0.6263543,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2083583217","doi":"10.4043/22631-ms","title":"Direct Electrical Heating of Flowlines - A Guide to Uses and Benefits","year":2011,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Intecsea (Canada)","funders":"","keywords":"Flow assurance; Subsea; Environmental science; Petroleum engineering; Electric heating; Process engineering; Operating expense; Computer science; Hydrate; Electrical engineering; Marine engineering; Engineering; Chemistry","retraction":null,"screen_n_in":null,"score":{"opus":0.02215786002972474,"gpt":0.2379590366515077,"spread":0.215801176621783,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006715365,0.00006811618,0.0001088064,0.00006732706,0.00001840007,0.000005329307,0.00004721089,0.00003158069,0.00002655303],"category_scores_gemma":[0.00006718608,0.00006333681,0.00001764498,0.0001337481,0.00001027371,0.0000528283,0.00001667058,0.00003774281,0.000005675792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007388847,"about_ca_system_score_gemma":0.000003490944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001038734,"about_ca_topic_score_gemma":0.00002109499,"domain_scores_codex":[0.9996114,0.000006362781,0.0001281409,0.00009925931,0.00005219678,0.0001026057],"domain_scores_gemma":[0.9998016,0.00001666132,0.00001051091,0.0001003359,0.00002909283,0.00004177205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005344974,0.0001254368,0.07049442,0.0002447183,0.0001052337,0.000005883062,0.001796852,0.000803347,0.0723112,0.00096169,0.04873302,0.8043647],"study_design_scores_gemma":[0.00006341468,0.00009666735,0.02373017,0.0000375767,0.000008641637,0.0000079406,0.00001119455,0.0002510144,0.9719782,0.0001086406,0.003586257,0.0001202308],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772685,0.0008649402,0.0003168756,0.00003342186,0.0001002647,0.00007389482,0.000003725384,0.0004333756,0.02090503],"genre_scores_gemma":[0.9815827,0.00009258415,0.0179106,0.00003034108,0.00007773713,0.00001058266,5.485613e-7,0.00001631213,0.0002786085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.899667,"threshold_uncertainty_score":0.25828,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2072233003","doi":"10.4043/22569-ms","title":"Simulation of SCR Behaviour at Touchdown Zone - Part II: Testing of a Sectional SCR Model in a Geotechnical Centrifuge","year":2011,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland; Centre For Cold Ocean Resources Engineering","funders":"","keywords":"Centrifuge; Catenary; Touchdown; Geotechnical engineering; Stiffness; Geology; Amplitude; Engineering; Marine engineering; Structural engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.04270122435020012,"gpt":0.2228869208931336,"spread":0.1801856965429335,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001030311,0.0001195295,0.0001866811,0.0001688776,0.00002506008,0.000002504434,0.0001201205,0.0001730822,0.0000332498],"category_scores_gemma":[0.0001860008,0.0001287186,0.0000454984,0.0002718208,0.00004336432,0.00007343305,0.00007646726,0.0001811981,0.000002975353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006597102,"about_ca_system_score_gemma":0.00001295703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004896396,"about_ca_topic_score_gemma":0.000019105,"domain_scores_codex":[0.9992235,0.000005348295,0.0003061078,0.0001348037,0.0001386175,0.0001916242],"domain_scores_gemma":[0.9996083,0.00006884806,0.00004574924,0.0001987519,0.00004916477,0.00002918354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000008679633,0.00006358411,0.03486795,0.00004058807,0.00000972281,0.000002700858,0.00006906037,0.9614184,0.002460305,0.0001897099,0.00005295302,0.0008163308],"study_design_scores_gemma":[0.0002468566,0.00005442811,0.04710323,0.00007834654,0.00001040526,0.000003496834,0.00001267555,0.9386855,0.01351409,0.0001237054,0.00004064085,0.0001266408],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863713,0.00008727593,0.01225175,0.000004476219,0.00008206622,0.00009488947,0.00001999257,0.000431684,0.0006565918],"genre_scores_gemma":[0.9924839,0.000004564615,0.007384962,0.000001761448,0.00001782709,0.00001154796,0.000005856927,0.00002374278,0.00006591228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02273293,"threshold_uncertainty_score":0.5248992,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2078360233","doi":"10.4043/24375-ms","title":"Development of a Novel Kinetic Hydrate Inhibitor and Corrosion Inhibitor Package for Wet Gas Application","year":2013,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Corrosion inhibitor; Hydrate; Corrosion; Clathrate hydrate; Dilution; Chemistry; Subcooling; Subsea; Chemical engineering; Process engineering; Thermodynamics; Organic chemistry; Engineering; Geotechnical engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.009587210950147402,"gpt":0.1988126305994443,"spread":0.1892254196492969,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005157234,0.0001275321,0.000138767,0.00008026526,0.0000310507,0.0000186461,0.00007674591,0.0000979933,0.000005059047],"category_scores_gemma":[0.00002670751,0.0001212511,0.00002069864,0.00009936643,0.00002681212,0.00006930927,0.00003358534,0.000070597,0.00001615643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002654061,"about_ca_system_score_gemma":0.000007866409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003810548,"about_ca_topic_score_gemma":0.000005442392,"domain_scores_codex":[0.9994289,0.000001467509,0.0001983048,0.000136319,0.00007362003,0.0001613803],"domain_scores_gemma":[0.9997083,0.00003273025,0.00003002951,0.0001583288,0.00003150556,0.00003912706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00000252335,0.00002844856,0.0002337914,0.0001968466,0.000007805737,9.62802e-8,0.0001359367,0.0004903684,0.9636977,0.0002379945,0.001375066,0.03359343],"study_design_scores_gemma":[0.0006779788,0.00005224674,0.005797771,0.0001133802,0.00001138688,0.000003409512,0.0001105904,0.05535608,0.9278644,0.0001067277,0.009620696,0.0002853801],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8599288,0.0001441304,0.138832,0.00003920896,0.0001441929,0.0003585521,0.000008253459,0.0003828917,0.0001619851],"genre_scores_gemma":[0.9558733,0.00001377778,0.04374168,0.000004538751,0.00004593968,0.0002277382,0.00001424811,0.000030627,0.00004811104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09594456,"threshold_uncertainty_score":0.4944477,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2312222902","doi":"10.4043/26080-ms","title":"The Thermal Recovery Methods and Technical Limits of Bohai Offshore Heavy Oil Reservoirs: A Case Study","year":2015,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"National Science and Technology Major Project; National Natural Science Foundation of China","keywords":"Submarine pipeline; Petroleum engineering; Offshore geotechnical engineering; Petroleum; Oil production; Geology; Environmental science; Geotechnical engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.04177302197899275,"gpt":0.3400190447252999,"spread":0.2982460227463071,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001426158,0.0001932913,0.0002835662,0.000071086,0.00007779086,0.0000500783,0.0002620389,0.0001384936,0.00000666401],"category_scores_gemma":[0.0004652658,0.0001463639,0.00006231371,0.0002480909,0.0001024895,0.0001914675,0.0001278165,0.0003237297,0.000003808113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007632478,"about_ca_system_score_gemma":0.00004189463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001138989,"about_ca_topic_score_gemma":0.0006426854,"domain_scores_codex":[0.9987081,0.0002344134,0.0003512158,0.0002236362,0.0002096826,0.0002729132],"domain_scores_gemma":[0.9985417,0.0005944128,0.00005687731,0.0005969736,0.00008653373,0.000123513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004999859,0.0006571251,0.01668213,0.0003122985,0.0004096,0.001374675,0.002711243,0.003037823,0.04633412,0.0003389289,0.03834778,0.8892943],"study_design_scores_gemma":[0.00961458,0.01225587,0.05282108,0.001268609,0.0009075052,0.01420415,0.03234902,0.02051427,0.7577807,0.007628249,0.08506398,0.005591996],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761771,0.001952933,0.001597167,0.00006904671,0.0002060594,0.0002097621,0.000007592508,0.000486048,0.01929432],"genre_scores_gemma":[0.9682817,0.0001984411,0.0308277,0.00002000769,0.00006321341,0.000100289,0.000001088578,0.00005982067,0.0004476718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8837023,"threshold_uncertainty_score":0.5968546,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2079761091","doi":"10.4043/22438-ms","title":"The Role of Autonomous Underwater Vehicles in Deepwater Life of Field Integrity Management","year":2011,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Subsea; Underwater; Remotely operated underwater vehicle; Marine engineering; Integrity management; Intervention AUV; Computer science; Dynamic positioning; Structural integrity; Footprint; Visual inspection; Systems engineering; Engineering; Robot; Mobile robot; Pipeline (software); Artificial intelligence; Geology","retraction":null,"screen_n_in":null,"score":{"opus":0.01164156131517933,"gpt":0.1865887090718749,"spread":0.1749471477566955,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008169028,0.00007312545,0.0001017951,0.00006555916,0.00001040221,0.000004363421,0.000188664,0.00006898784,0.00001958524],"category_scores_gemma":[0.0000129705,0.00005171921,0.00002926543,0.00007005803,0.00003229944,0.00002975506,0.00005147079,0.0001351638,0.00000747137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001274029,"about_ca_system_score_gemma":0.000002906855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007185803,"about_ca_topic_score_gemma":0.00005093141,"domain_scores_codex":[0.9995871,0.000005530726,0.0001602013,0.00006313459,0.00005258089,0.0001315117],"domain_scores_gemma":[0.9997275,0.00003477683,0.00001458984,0.0002007081,0.000008097402,0.0000143267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001165437,0.0003793343,0.2727805,0.001065269,0.0007981668,0.00004205433,0.005200159,0.01356289,0.01972505,0.08564191,0.00321289,0.5974752],"study_design_scores_gemma":[0.0003585928,0.0001052723,0.1134754,0.0001109587,0.00002372708,0.000002059391,0.001733706,0.01041496,0.8569758,0.01028107,0.006244177,0.0002742557],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980034,0.0005634704,0.0008152782,0.00004346976,0.0001153785,0.00007341019,0.000001260842,0.0001944182,0.01815935],"genre_scores_gemma":[0.9984973,0.00008060004,0.001321747,0.0000046919,0.000006095574,0.000009732836,3.678627e-7,0.00001089425,0.0000685849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8372508,"threshold_uncertainty_score":0.2109048,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2766771275","doi":"10.4043/28163-ms","title":"Investigation of Electroless Nickel-Phosphorus Coating as an Alternative to Corrosion/Fouling Resistant Alloys in Downhole Service","year":2017,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Corrosion; Fouling; Inconel; Coating; Metallurgy; Materials science; Carbon steel; Carbon fibers; Composite material; Chemistry","retraction":null,"screen_n_in":null,"score":{"opus":0.03871442432839046,"gpt":0.3118951650206935,"spread":0.2731807406923031,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001175968,0.0001912808,0.0003191754,0.000107387,0.0003706916,0.0002050819,0.0009096699,0.00008773403,0.000261818],"category_scores_gemma":[0.0002237912,0.0001891202,0.00003840257,0.0001804615,0.00008806055,0.0004960722,0.0002487066,0.0001402857,0.000195808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000750193,"about_ca_system_score_gemma":0.0001067945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002595099,"about_ca_topic_score_gemma":0.001665448,"domain_scores_codex":[0.9979407,0.0001662311,0.0005264032,0.0004794879,0.000519966,0.0003672508],"domain_scores_gemma":[0.998398,0.00005634145,0.0004617265,0.0007309226,0.0001789342,0.0001740705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000105949,0.00004081046,0.02892482,0.00001586435,0.000001064878,0.000009866092,0.00100011,0.0001433002,0.968794,0.0004592724,0.0000501701,0.0004547308],"study_design_scores_gemma":[0.0005248019,0.0002013854,0.01750674,0.0002041262,0.00001752433,0.000002494981,0.0004133899,0.0004930125,0.9796627,0.0006505252,0.00009675948,0.0002265749],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980511,0.00003880899,0.0001678347,0.0002523119,0.0003579124,0.0003276457,0.00002306001,0.0000373985,0.0007439076],"genre_scores_gemma":[0.9968289,0.000009769209,0.002257714,0.0004690881,0.00005796518,0.00005322643,0.00001609764,0.00002641548,0.0002808016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01141808,"threshold_uncertainty_score":0.7712098,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1987150730","doi":"10.4043/22660-ms","title":"Analysis and Comparison of Paraffinic Field Deposits to Cold Finger Deposits on a Brazilian Campos Basin Crude Oil","year":2011,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nalco (Canada)","funders":"Division of Chemistry; Division of Materials Research; Petrobras; National Science Foundation","keywords":"Pigging; Clogging; Petroleum engineering; Crude oil; Wax; Deposition (geology); Geology; Petroleum; Pipeline transport; Environmental science; Materials science; Structural basin; Composite material; Environmental engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.02016379814544367,"gpt":0.2713906018564512,"spread":0.2512268037110075,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001005749,0.000228148,0.0005928756,0.000248153,0.0001334452,0.00005367611,0.0002796883,0.0001761891,0.0003187909],"category_scores_gemma":[0.0001188244,0.0002182857,0.0002079827,0.0006641049,0.00004019762,0.00006707742,0.00006862103,0.0002044611,0.00003106292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002844238,"about_ca_system_score_gemma":0.00003574185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006775364,"about_ca_topic_score_gemma":0.002699817,"domain_scores_codex":[0.9985214,0.00003202925,0.0004197599,0.0004534746,0.000275561,0.0002977901],"domain_scores_gemma":[0.9989052,0.0001620978,0.0002040399,0.0004506871,0.00006833511,0.0002095815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001587784,0.0004458795,0.8130503,0.0001852329,0.0008812817,0.00001736098,0.001129517,0.00006038108,0.139008,0.00001864331,0.0007707801,0.04427389],"study_design_scores_gemma":[0.0004483924,0.0001347978,0.04790901,0.000211019,0.001332166,0.000003642903,0.0001937891,0.0006489393,0.9480554,0.000003093058,0.0006879765,0.0003717087],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674883,0.0003109621,0.0001683373,0.000127081,0.00002092398,0.000007203239,0.00001059107,0.00006004941,0.03180659],"genre_scores_gemma":[0.9917274,0.00001756131,0.0008245145,0.0003447875,0.00003907241,0.00001380449,0.000009597902,0.0000211895,0.00700209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8090475,"threshold_uncertainty_score":0.8901433,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2333443813","doi":"10.4043/26098-ms","title":"GTL FPSO & Modular GTL as Potential Solutions for Developing Offshore Oil & Gas Fields","year":2015,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Marine and Offshore Engineering Studies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Daewoo Shipbuilding & Marine Engineering; Syncrude","keywords":"Offshore oil and gas; Submarine pipeline; Environmental science; Natural gas; Gas to liquids; Petroleum engineering; Engineering; Waste management","retraction":null,"screen_n_in":null,"score":{"opus":0.03920483971979317,"gpt":0.2546217912033141,"spread":0.215416951483521,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002157729,0.0002821719,0.0002952996,0.0001182507,0.0001726061,0.00005858452,0.0002237959,0.0001686966,0.00006565003],"category_scores_gemma":[0.0002193399,0.0002967903,0.0001328629,0.0001877489,0.00003511495,0.000129795,0.0001382728,0.0002109561,0.0002298763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001081962,"about_ca_system_score_gemma":0.00006689558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007939427,"about_ca_topic_score_gemma":0.0003910305,"domain_scores_codex":[0.9986252,0.00001284958,0.0002766704,0.0002588822,0.0002229306,0.0006035038],"domain_scores_gemma":[0.99929,0.00005390865,0.00002832781,0.0003536564,0.0001299408,0.0001440982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005532818,0.00009103854,0.00124416,0.0007561583,0.0007522877,0.00003850183,0.001874529,0.3933812,0.001528342,0.01000138,0.5559239,0.0343532],"study_design_scores_gemma":[0.00114384,0.00005884291,0.001861697,0.0001183735,0.0001207661,0.00009827523,0.0001832558,0.03129518,0.0006608258,0.002315168,0.961076,0.001067829],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2945248,0.003465751,0.6449387,0.001922139,0.004320071,0.0003748383,0.00005689918,0.001691505,0.04870526],"genre_scores_gemma":[0.9506888,0.0002667621,0.03071213,0.0001559085,0.001160426,0.000169677,0.0001586302,0.0001323313,0.01655534],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.656164,"threshold_uncertainty_score":0.9999484,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1984396321","doi":"10.4043/24495-ms","title":"Cascade/Chinook Disconnectable FPSO: Free Standing Hybrid Risers Monitoring via Acoustic Control/Communications","year":2013,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Semtech (Canada)","funders":"","keywords":"Buoy; Turret; Marine engineering; Buoyancy; Engineering; Mechanical engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.009528231022438577,"gpt":0.2042327434629903,"spread":0.1947045124405518,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009803358,0.0002472101,0.0002532163,0.0001549713,0.0001691603,0.0001147476,0.0008200214,0.0001037854,0.00006755361],"category_scores_gemma":[0.0001392723,0.0002470558,0.00007379141,0.0001862441,0.00007233308,0.0003489625,0.0001536562,0.0004362119,0.0001716451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001495341,"about_ca_system_score_gemma":0.00001036032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001290998,"about_ca_topic_score_gemma":0.00001645104,"domain_scores_codex":[0.9989339,0.00001605225,0.0002448717,0.0001921423,0.0001527977,0.0004602231],"domain_scores_gemma":[0.9984194,0.000212499,0.00003302008,0.001203989,0.00003282524,0.00009827875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001334804,0.0001633384,0.04000089,0.0005414817,0.0009674687,0.00005513821,0.0007288032,0.6052123,0.2577109,0.002041372,0.04045726,0.05210774],"study_design_scores_gemma":[0.00254986,0.0001271935,0.03321333,0.0004775565,0.0002317465,0.00009383846,0.001456766,0.8682883,0.08024488,0.003943739,0.007355509,0.002017256],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8356704,0.004719798,0.1417982,0.0004012408,0.001447724,0.00053252,0.00005778768,0.005041305,0.01033106],"genre_scores_gemma":[0.995272,0.0002330337,0.003866387,0.000007136313,0.0001293173,0.0001264567,0.000006217179,0.0000763904,0.0002830853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2630761,"threshold_uncertainty_score":0.9999982,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2765268031","doi":"10.4043/28095-ms","title":"Direct Pore-Level Examination of Hydraulic Electric Analogy in Porous Media","year":2017,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures; Suncor Energy Incorporated","keywords":"Streamlines, streaklines, and pathlines; Porous medium; Petrophysics; Geology; Porosity; Mechanics; Permeability (electromagnetism); Geotechnical engineering; Physics; Chemistry","retraction":null,"screen_n_in":null,"score":{"opus":0.03514228727349596,"gpt":0.2592558739861679,"spread":0.224113586712672,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000440784,0.0001024123,0.0002482854,0.0001358468,0.00009598128,0.00002685919,0.0003221353,0.0000812291,0.0004306221],"category_scores_gemma":[0.0007717608,0.00008277535,0.00004525081,0.0003085023,0.00006394162,0.0001523428,0.00001226201,0.0001306793,0.00009954959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003668382,"about_ca_system_score_gemma":0.0000318064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003889298,"about_ca_topic_score_gemma":0.004096185,"domain_scores_codex":[0.9989293,0.0001607593,0.000199454,0.0002218734,0.0002092451,0.0002794047],"domain_scores_gemma":[0.9990553,0.0004234841,0.0001485614,0.0002562659,0.00003204312,0.00008429778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001698097,0.00004193416,0.1554766,0.000009175184,0.000006113844,0.00002132163,0.00006848732,0.00005566832,0.0003812121,0.0001116285,0.00008658879,0.8437243],"study_design_scores_gemma":[0.0002091494,0.0001341136,0.992429,0.000006679496,0.000007138346,0.000004190772,0.000005900409,0.002452043,0.002276998,0.002162811,0.0002088153,0.000103138],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9302375,0.0002231524,0.00006939415,0.0001484843,0.0001539036,0.00007572417,0.00001463032,0.00001381198,0.0690634],"genre_scores_gemma":[0.9986776,0.0000369526,0.0006640174,0.00006585698,0.00008938422,9.777252e-7,0.00002921018,0.000002605311,0.0004334422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8436211,"threshold_uncertainty_score":0.5879481,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2333006740","doi":"10.4043/26076-ms","title":"LiuHua Oil/Gas Project: First Self-Developed Completion Campaign Using Subsea Horizontal Trees in South China Sea","year":2015,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Petro-Canada","funders":"China National Offshore Oil Corporation","keywords":"Subsea; Completion (oil and gas wells); Petroleum engineering; Workover; Submarine pipeline; Marine engineering; Oil field; Engineering; Environmental science","retraction":null,"screen_n_in":null,"score":{"opus":0.03285405208357027,"gpt":0.2291093924612153,"spread":0.1962553403776451,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001979964,0.0002742524,0.0002913798,0.000302375,0.000060203,0.00005988573,0.0002346179,0.0001886814,0.000007431398],"category_scores_gemma":[0.00008114681,0.0002779952,0.00004937976,0.0005539499,0.0000344069,0.000175546,0.00006471421,0.0003184496,0.00004218011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003124368,"about_ca_system_score_gemma":0.00006575076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000255064,"about_ca_topic_score_gemma":0.0005667433,"domain_scores_codex":[0.9988351,0.00001866287,0.0002489068,0.0002478484,0.0002215909,0.0004278371],"domain_scores_gemma":[0.9995528,0.00002616432,0.00003233274,0.0002791153,0.00003136757,0.00007825192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001329341,0.0005649333,0.4734167,0.001103242,0.0004677707,0.0004740128,0.03678228,0.4369227,0.006179986,0.001232433,0.01292761,0.02979547],"study_design_scores_gemma":[0.003271156,0.0003105059,0.1528838,0.000517525,0.00007938078,0.0001403566,0.003827461,0.813229,0.006852665,0.0001683115,0.01651615,0.002203679],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991764,0.0003601232,0.0019739,0.00003677487,0.0004559114,0.0001354718,0.00001821945,0.002493297,0.002762279],"genre_scores_gemma":[0.9910123,0.00003014218,0.008655603,0.000003270219,0.0001198861,0.00002638809,0.00002513388,0.00007125965,0.00005601094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3763064,"threshold_uncertainty_score":0.9999672,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3023736587","doi":"10.4043/26073-ms","title":"Bitumen Recovery from Carbonates by Modified SOS-FR (Steam-Over-Solvent Injection in Fractured Reservoir) Method Using Wettability Alteration Chemicals","year":2015,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Solvent; Carbonate; Enhanced oil recovery; Wetting; Dilution; Petroleum engineering; Asphalt; Oil in place; Steam injection; Chemical engineering; Boiling point; Phase (matter); Chemistry; Petroleum; Materials science; Geology; Organic chemistry; Composite material; Thermodynamics","retraction":null,"screen_n_in":null,"score":{"opus":0.0251035841565877,"gpt":0.293229609638789,"spread":0.2681260254822013,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006525302,0.0002841608,0.0003835427,0.0001467732,0.0000342501,0.00007494081,0.0002007541,0.0003447239,0.00005215345],"category_scores_gemma":[0.000330729,0.0003127398,0.00008366996,0.0003099012,0.00002446933,0.0006207404,0.00006631586,0.0004160515,0.000007036582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001102074,"about_ca_system_score_gemma":0.00005697214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003308843,"about_ca_topic_score_gemma":0.0003666584,"domain_scores_codex":[0.9982218,0.0001766489,0.0005047891,0.0004452065,0.0003142568,0.0003373059],"domain_scores_gemma":[0.9989954,0.000247351,0.0001028186,0.0004588188,0.00006998397,0.0001256706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001025262,0.00008208491,0.002801694,0.00004748068,0.00005347925,0.000003304246,0.0003794981,0.1904588,0.7959028,0.000009450807,0.005430387,0.004728402],"study_design_scores_gemma":[0.0006045809,0.00006139376,0.001447296,0.0001017035,0.00002057675,0.000002037155,0.00003778764,0.2080252,0.778339,0.01015388,0.0008102445,0.0003963309],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9106668,0.0007386645,0.08535878,0.00003872359,0.0004364338,0.0003174671,0.00007149026,0.0004875318,0.001884092],"genre_scores_gemma":[0.9736865,0.00004047664,0.02572957,0.0000760918,0.0001314691,0.00006806105,0.0001388493,0.00006955756,0.00005940004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06301972,"threshold_uncertainty_score":0.9999325,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2334609067","doi":"10.4043/26319-ms","title":"Pipe-in-Pipe Riser Solution for FPSO’s Offshore Brazil","year":2015,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Intecsea (Canada)","funders":"","keywords":"Marine engineering; Catenary; Engineering; Structural engineering; Submarine pipeline; Drilling riser; Hull; Parametric statistics; Mechanical engineering; Geotechnical engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.02083113359191484,"gpt":0.2435855275085076,"spread":0.2227543939165927,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001636062,0.0001768454,0.0001919873,0.0001568269,0.00002577338,0.00002665334,0.000194937,0.0001801286,0.00001277055],"category_scores_gemma":[0.0001345371,0.0001818657,0.00005884908,0.0002070564,0.00002922075,0.0001309946,0.00003370949,0.0001809649,0.00008511858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000117514,"about_ca_system_score_gemma":0.00001994226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001616228,"about_ca_topic_score_gemma":0.00007655792,"domain_scores_codex":[0.9991545,0.000005893367,0.0001799408,0.0001784596,0.0001219928,0.0003591871],"domain_scores_gemma":[0.9995524,0.00004378583,0.00001601956,0.000277271,0.00003482527,0.00007574608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001053757,0.0002435877,0.03144084,0.0007134107,0.0002078375,0.00005154485,0.001153606,0.1217968,0.02395995,0.005380616,0.6385385,0.1764079],"study_design_scores_gemma":[0.004303427,0.0003545796,0.03526699,0.0002647353,0.0000704859,0.00004664432,0.0006344556,0.4173815,0.08426556,0.006127995,0.4494317,0.001851866],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7698097,0.004635959,0.183283,0.001468656,0.004085415,0.0009359946,0.0000661183,0.007615939,0.02809918],"genre_scores_gemma":[0.9940085,0.0000295353,0.004951846,0.00001816936,0.0001395481,0.00007251828,0.00001618051,0.00005435822,0.0007093505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2955847,"threshold_uncertainty_score":0.7416267,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2017162822","doi":"10.4043/24448-ms","title":"Submarine High Voltage Power Transmission: Challenges and Opportunities","year":2013,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Intecsea (Canada)","funders":"","keywords":"Subsea; Gas compressor; Electrical engineering; Power transmission; Engineering; Electric power; Power (physics); Submarine; High voltage; Electric power transmission; Electric power system; Transmission (telecommunications); Voltage; Marine engineering; Automotive engineering; Mechanical engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.02030042700360116,"gpt":0.1850152435293864,"spread":0.1647148165257852,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004075791,0.0001535693,0.0001482556,0.00008442732,0.00002726848,0.00002850754,0.0001055511,0.0001125178,0.0003264376],"category_scores_gemma":[0.000007786386,0.0001370586,0.00002374141,0.00003342016,0.00004588203,0.0001412948,0.00002753501,0.0001425362,0.00004942593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001047523,"about_ca_system_score_gemma":0.000003490114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001251166,"about_ca_topic_score_gemma":0.000001980644,"domain_scores_codex":[0.9994782,0.000003655066,0.0001070214,0.0001241526,0.00007972065,0.0002072778],"domain_scores_gemma":[0.999679,0.00003172885,0.000007946977,0.0001892346,0.00001541764,0.00007664163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001907483,0.00002250005,0.0001376376,0.000220174,0.00006647769,0.0000337022,0.0004105729,0.0002788214,0.003349854,0.01632881,0.008609816,0.9705397],"study_design_scores_gemma":[0.001354386,0.0003610747,0.1949019,0.000302309,0.00005653788,0.0001385481,0.002556344,0.01130933,0.01918338,0.009134293,0.7587277,0.001974255],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8970612,0.03307792,0.002797327,0.002498595,0.0005380479,0.0002296302,0.000006717894,0.004260211,0.0595304],"genre_scores_gemma":[0.9901094,0.007798818,0.0006477257,0.00001838914,0.00003462561,0.00002806885,0.000002980648,0.0000369019,0.001323101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9685655,"threshold_uncertainty_score":0.5589087,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2051807639","doi":"10.4043/22756-ms","title":"Collapse Due to Bending and External Pressure Per API RP 1111, 4th Edition","year":2011,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Intecsea (Canada)","funders":"","keywords":"Limit state design; Pipeline (software); Submarine pipeline; Computer science; Pipeline transport; Bending; Limit (mathematics); Schedule; Code (set theory); Structural engineering; Marine engineering; Engineering; Mechanical engineering; Geotechnical engineering; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.01448812235616123,"gpt":0.2159553205706614,"spread":0.2014671982145001,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008239127,0.0001243158,0.0001622472,0.00007927328,0.00008090429,0.0000424202,0.0001049123,0.0001084955,0.001195426],"category_scores_gemma":[0.00003234747,0.0001087848,0.00005773451,0.0001164668,0.00003759233,0.0001592269,0.00003383774,0.0001693535,0.00007103183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002369681,"about_ca_system_score_gemma":0.000004841481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002293301,"about_ca_topic_score_gemma":0.000124922,"domain_scores_codex":[0.9993682,0.00001845114,0.0001386024,0.0001773977,0.000121694,0.0001756739],"domain_scores_gemma":[0.9996473,0.00002947508,0.00001627241,0.0001607699,0.0000335738,0.0001126472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006140804,0.0005048701,0.1072135,0.002880636,0.003532141,0.0004658119,0.0468419,0.04344381,0.4426664,0.02672342,0.2319063,0.09320708],"study_design_scores_gemma":[0.001469849,0.0003613769,0.7288305,0.0004691381,0.0009689945,0.0004380597,0.002175413,0.04393709,0.1530874,0.01001106,0.05611669,0.002134427],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830936,0.0007165495,0.004772875,0.0001101875,0.0007656864,0.0001415795,0.0000315029,0.0001811697,0.01018691],"genre_scores_gemma":[0.9957625,0.00003642599,0.002911515,0.00006082361,0.0002729945,0.00001033769,0.000004329032,0.00001619961,0.0009249045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.621617,"threshold_uncertainty_score":0.9997176,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2070038046","doi":"10.4043/24450-ms","title":"Large Scale Nonlinear Dynamic Simulation of Flexible Risers with Detailed Finite Element Models - Part 1","year":2013,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Mechanical stress and fatigue analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Intecsea (Canada)","funders":"","keywords":"Nonlinear system; Finite element method; Structural engineering; Bending; Engineering; Software; Computer science; Mechanical engineering; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.01346929019558298,"gpt":0.2282109017602297,"spread":0.2147416115646467,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005812673,0.0001092014,0.0001810362,0.00004740257,0.00003360192,0.00001772978,0.00008726376,0.00005153757,0.001231511],"category_scores_gemma":[0.000005216576,0.00008966227,0.00005933101,0.0001703064,0.00001089984,0.0001492623,0.00001777256,0.00006850741,0.00007587552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002070668,"about_ca_system_score_gemma":0.000005384768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003694304,"about_ca_topic_score_gemma":0.0001126744,"domain_scores_codex":[0.9992673,0.00001233699,0.0002179397,0.0001336397,0.0001650486,0.000203746],"domain_scores_gemma":[0.999568,0.00004080593,0.00004366892,0.0002219845,0.00005204448,0.00007350239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000511983,0.00003870432,0.0008712812,0.00002848358,0.00007539052,6.92267e-7,0.00006654987,0.9969409,0.0001748325,0.00006727625,0.00007795521,0.001652871],"study_design_scores_gemma":[0.0003029361,0.00003303003,0.0005493186,0.0000294276,0.00004610578,9.676981e-8,0.0000789944,0.997798,0.0006382606,0.0001762486,0.0002343128,0.0001132691],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4981802,0.0001378057,0.4988135,0.0000223948,0.0000488327,0.0002061888,0.00004424799,0.0001145199,0.00243236],"genre_scores_gemma":[0.9969341,0.00003085777,0.002449008,0.00001839139,0.00001919463,0.00003186336,0.0000445232,0.00002168276,0.0004504147],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4987538,"threshold_uncertainty_score":0.9996815,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2077866659","doi":"10.4043/24397-ms","title":"Subsea Geo-Hazard Risk Assessment and Pipeline Integrity Management - A GIS-Based Data Integration Approach","year":2013,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Intecsea (Canada)","funders":"","keywords":"Subsea; Integrity management; Asset management; Risk analysis (engineering); Risk management; Computer science; Asset (computer security); Product life-cycle management; Data integrity; Data management; Nuclear decommissioning; Hazard; Emergency management; Engineering; Systems engineering; Pipeline (software); Computer security; Business; Database","retraction":null,"screen_n_in":null,"score":{"opus":0.02625503497240484,"gpt":0.2534071756606089,"spread":0.2271521406882041,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002417405,0.0002070954,0.0001792056,0.0001347522,0.00005192886,0.0001196818,0.0003713107,0.000122028,0.00004333693],"category_scores_gemma":[0.00004022709,0.0001793961,0.00002533431,0.0001767426,0.00004579827,0.0002467915,0.000151952,0.0004647587,0.00003507212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006689147,"about_ca_system_score_gemma":0.000008764372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001038903,"about_ca_topic_score_gemma":0.00003216026,"domain_scores_codex":[0.9990866,0.00001955288,0.0001951286,0.0003059003,0.0001578172,0.0002349938],"domain_scores_gemma":[0.9990582,0.00004213669,0.00002874808,0.0007832473,0.00002933894,0.00005826337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001213465,0.0003535238,0.04538123,0.0008878629,0.0003638536,0.00001874819,0.0001244002,0.04596922,0.001038001,0.005037998,0.1508651,0.7499479],"study_design_scores_gemma":[0.0003114495,0.00002229735,0.0730677,0.00003814445,0.00004113572,0.000002510316,0.0001822428,0.922536,0.0004255484,0.0002812441,0.002854601,0.0002371026],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2144984,0.0003660748,0.7719596,0.0002848097,0.0002727392,0.0005031355,0.00006806663,0.001904378,0.01014275],"genre_scores_gemma":[0.9045007,0.0001795857,0.09479447,0.00002046776,0.00004338615,0.00008378878,0.0002013492,0.00003224818,0.0001440278],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8765668,"threshold_uncertainty_score":0.7315559,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2024163278","doi":"10.4043/24461-ms","title":"Advances in Autonomous Deepwater Inspection","year":2013,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Subsea; Integrity management; Underwater; Marine engineering; Submarine pipeline; Visual inspection; Computer science; Pipeline transport; Reliability (semiconductor); Engineering; Systems engineering; Reliability engineering; Risk analysis (engineering); Construction engineering; Geology; Artificial intelligence; Power (physics)","retraction":null,"screen_n_in":null,"score":{"opus":0.003170967782103935,"gpt":0.1744763330185916,"spread":0.1713053652364876,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002040134,0.00008075053,0.00007671329,0.0001043837,0.00001326126,0.0000196338,0.00007583444,0.00006438254,0.00006478059],"category_scores_gemma":[0.00001060522,0.00007570052,0.00001542547,0.0001186811,0.00001549422,0.0002353544,0.0000125339,0.0001174716,0.0003449437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004683736,"about_ca_system_score_gemma":0.0000019135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002159519,"about_ca_topic_score_gemma":0.00003926202,"domain_scores_codex":[0.9996307,0.000002223522,0.00008774459,0.0000816306,0.00003941036,0.0001582214],"domain_scores_gemma":[0.9998447,0.00001081683,0.000005290856,0.000115203,0.000006290703,0.00001770052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00000276097,0.00006386302,0.05714904,0.0001973263,0.00002620548,0.00002349547,0.0003876344,0.2713796,0.01274083,0.003051684,0.00898212,0.6459954],"study_design_scores_gemma":[0.001091557,0.0001409445,0.4516483,0.0001640571,0.00001199485,0.00004810919,0.0005562568,0.3023939,0.08477281,0.006782352,0.1509724,0.001417332],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9602038,0.0015066,0.002609489,0.00007297745,0.0005149138,0.0001028931,6.439714e-7,0.003195422,0.03179327],"genre_scores_gemma":[0.9985767,0.0001942127,0.001009384,0.000005666079,0.00003515373,0.00004198343,0.000001310905,0.00001805334,0.0001175209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.644578,"threshold_uncertainty_score":0.4433669,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2000124993","doi":"10.4043/24438-ms","title":"Inhibitor Dosage Rates and Corrosion - A CFD Model Investigating Inhibitor Over-Dosing and Increased Corrosion Rates in Subsea Pipelines","year":2013,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Intecsea (Canada)","funders":"","keywords":"Corrosion; Subsea; Corrosion inhibitor; Dosing; Materials science; Pipeline transport; Carbon steel; Environmental science; Metallurgy; Environmental engineering; Pharmacology; Marine engineering; Engineering; Medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.01191859622244969,"gpt":0.2194372598222805,"spread":0.2075186635998308,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001583226,0.0003121182,0.0003049018,0.0002397104,0.00009580879,0.0001698685,0.0001023631,0.0002252569,0.000008525979],"category_scores_gemma":[0.0002496694,0.0002958935,0.0000276195,0.0002878041,0.0001193614,0.0004431945,0.0001210127,0.0003388523,0.000008635391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004975894,"about_ca_system_score_gemma":0.0000163185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002136601,"about_ca_topic_score_gemma":0.00006759112,"domain_scores_codex":[0.9988268,0.00002186534,0.0003318935,0.0003165315,0.000142266,0.0003606326],"domain_scores_gemma":[0.9994294,0.0001619555,0.00004552725,0.0002012711,0.00003367221,0.0001281917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007170328,0.0000235534,0.104512,0.0002438548,0.000003757365,0.000006227492,0.0003168411,0.0100485,0.8787276,0.00007770684,0.001255781,0.004776957],"study_design_scores_gemma":[0.0007196631,0.0000407621,0.0288819,0.0005161734,0.00001023628,0.00001018676,0.0002421326,0.7952356,0.1734109,0.0005060111,0.00002931784,0.0003971452],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957889,0.001675424,0.001134867,0.00007514382,0.0001994933,0.0002690795,0.000009985672,0.0007515323,0.00009557177],"genre_scores_gemma":[0.9951092,0.0002074917,0.004395084,0.00003433033,0.00008497904,0.00005132946,0.00001533316,0.00006483129,0.00003741698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7851871,"threshold_uncertainty_score":0.9999493,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415389608","doi":"10.4043/36033-ms","title":"Numerical Simulation of Creep Behavior in Low Creep HMPE Fibers Used for Offshore Mooring Ropes","year":2025,"lang":"","type":"article","venue":"OTC Brasil","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Creep; Mooring; Submarine pipeline; Viscoelasticity; Computer simulation; Offshore geotechnical engineering; Robustness (evolution); Stiffness","retraction":null,"screen_n_in":null,"score":{"opus":0.01589001727155865,"gpt":0.2830852839070497,"spread":0.267195266635491,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001896642,0.0005950039,0.0009316191,0.0005656066,0.0001087418,0.00009373611,0.0005419942,0.0004948116,0.0003131496],"category_scores_gemma":[0.0002756944,0.00069685,0.0004267691,0.0009436167,0.0001223932,0.0004650647,0.0001145711,0.0004942336,0.00001514803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004360657,"about_ca_system_score_gemma":0.0001358861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000280612,"about_ca_topic_score_gemma":0.00002552699,"domain_scores_codex":[0.9968852,0.00005196985,0.001224429,0.0006151097,0.0004278113,0.0007954426],"domain_scores_gemma":[0.9981184,0.0006164297,0.0002287043,0.0006892681,0.0001803304,0.0001668872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002121742,0.00001071784,0.04832956,0.0007291427,0.0001009149,0.00001667889,0.000442292,0.8830127,0.02229141,0.0002924885,0.00004757013,0.04451434],"study_design_scores_gemma":[0.002853745,0.0002134487,0.1560767,0.0007821334,0.0003901753,0.000002941411,0.0002306252,0.7485298,0.08973359,0.00004374252,0.0003828884,0.0007602386],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9726521,0.0005053375,0.02283667,0.00005406522,0.001197816,0.001622773,0.00006461713,0.0001685445,0.0008980989],"genre_scores_gemma":[0.994673,0.00002126897,0.004197086,0.00002501484,0.0001142452,0.000162405,0.00004852833,0.0001049998,0.0006534564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1344829,"threshold_uncertainty_score":0.9995483,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2330602883","doi":"10.4043/26210-ms","title":"Technology Evaluation System for Detection of CO2 and CH4 in Deepwater Fields","year":2015,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Ocean Networks Canada Society","funders":"","keywords":"Methane; Observatory; Environmental science; Underwater; Seawater; Instrumentation (computer programming); Remote sensing; Clathrate hydrate; Drilling; Geology; Oceanography; Petroleum engineering; Computer science; Engineering; Hydrate","retraction":null,"screen_n_in":null,"score":{"opus":0.0177181983113578,"gpt":0.2253888837985191,"spread":0.2076706854871613,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001469378,0.00005334831,0.00009093118,0.000172356,0.000006478604,0.000004039439,0.00003848749,0.0001438695,4.519412e-7],"category_scores_gemma":[0.00007936588,0.00005189503,0.000009291432,0.0001193536,0.00001465161,0.00003351004,0.00001117534,0.00005987999,8.140735e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000554535,"about_ca_system_score_gemma":0.000005302678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006186344,"about_ca_topic_score_gemma":0.00002934713,"domain_scores_codex":[0.9996848,0.000003783667,0.00009690027,0.00006567743,0.0000515927,0.00009732173],"domain_scores_gemma":[0.9998324,0.00001614948,0.00001105299,0.00009309292,0.0000339261,0.0000133837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006147682,0.00005344236,0.03491156,0.001799439,0.0001280289,0.000005345005,0.0009564501,0.2198183,0.1442294,0.003527297,0.0007173499,0.593792],"study_design_scores_gemma":[0.001252364,0.0001723804,0.004168592,0.0001076572,0.00002742073,0.00001672923,0.0009713718,0.4435434,0.5466838,0.001055383,0.001805251,0.0001956084],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841986,0.0006478716,0.01394577,0.0000258879,0.0002382368,0.0001587848,0.000001533453,0.0003912698,0.0003920864],"genre_scores_gemma":[0.9991513,0.000007304337,0.0007401176,5.50661e-7,0.00001425845,0.00006516919,0.000003103893,0.000009668337,0.000008470584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5935963,"threshold_uncertainty_score":0.2116218,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415389560","doi":"10.4043/36255-ms","title":"Image-Based Lithology Classification Using Hybrid Deep Learning Architectures and Diffusion-Based Data Augmentation: Application to Brazilian Pre-Salt Carbonate Reservoirs","year":2025,"lang":"","type":"article","venue":"OTC Brasil","topic":"Mineral Processing and Grinding","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Deep learning; Pipeline (software); Lithology; Submarine pipeline; Artificial neural network; Convolution (computer science); Contrast (vision); Stability (learning theory)","retraction":null,"screen_n_in":null,"score":{"opus":0.02028020343387244,"gpt":0.3028868818622855,"spread":0.2826066784284131,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006743239,0.0004776556,0.0004346464,0.0006472436,0.0007121318,0.0003784174,0.0006608798,0.0002084268,0.00004691351],"category_scores_gemma":[0.0005019177,0.0005464116,0.00006078355,0.0008600919,0.0001843394,0.0002132018,0.0002892381,0.0006970444,0.00001642043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002561978,"about_ca_system_score_gemma":0.0002105493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004572902,"about_ca_topic_score_gemma":0.0002291183,"domain_scores_codex":[0.9968957,0.0002755699,0.0007043781,0.001196989,0.0003359607,0.0005913506],"domain_scores_gemma":[0.9978658,0.0004169749,0.0002352453,0.001110876,0.0001368313,0.0002342944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002993295,0.0001155897,0.02031377,0.001638455,0.00007729691,0.00001210363,0.000601755,0.6646671,0.1952166,0.00003923824,0.0002768187,0.116742],"study_design_scores_gemma":[0.001050139,0.00006084808,0.03779683,0.0005048331,0.0001474348,0.000007066977,0.000126072,0.9549329,0.003552208,0.0001865743,0.001159145,0.0004759888],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6728031,0.0009377371,0.3228747,0.001267055,0.0002902083,0.0006278472,0.00006517571,0.0002410155,0.0008931613],"genre_scores_gemma":[0.9740626,0.00002166472,0.02437015,0.0003372121,0.0001830587,0.00007982164,0.000615858,0.00008627844,0.0002433083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3012595,"threshold_uncertainty_score":0.9996988,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415389454","doi":"10.4043/36059-ms","title":"Lessons From North America: Advancing Methane Detection and Management in South America with Airborne Technology","year":2025,"lang":"","type":"article","venue":"OTC Brasil","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Greenhouse gas; Methane; Hyperspectral imaging; Methane emissions; Global warming","retraction":null,"screen_n_in":null,"score":{"opus":0.004058721014595665,"gpt":0.2062637500702856,"spread":0.2022050290556899,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007985154,0.0004584653,0.0004942731,0.00008605628,0.000213476,0.0000371427,0.0003508299,0.0001790283,0.0003628635],"category_scores_gemma":[0.00001245376,0.000453346,0.00005204487,0.001764387,0.001246824,0.0002295591,0.0007253301,0.0004588964,0.0001187204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006899945,"about_ca_system_score_gemma":0.00001706567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001482458,"about_ca_topic_score_gemma":0.002402829,"domain_scores_codex":[0.9973846,0.00006731864,0.000412288,0.001116766,0.0003030524,0.0007159843],"domain_scores_gemma":[0.9990026,0.00004602603,0.0002276993,0.0005719331,0.000003570043,0.0001481929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001327037,0.0001779554,0.3105529,0.00002940665,0.0001227343,0.00007235123,0.0004748728,0.04648856,0.0006322578,0.00002139,0.000007835902,0.6412871],"study_design_scores_gemma":[0.001466264,0.0003122518,0.9581539,0.0001407459,0.0002406675,0.000005662323,0.008584099,0.02285521,0.0003135586,0.0002300298,0.007098414,0.0005991913],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8850811,0.000727278,0.1096055,0.0009779818,0.0001400161,0.0005859754,0.0000206428,0.00007424619,0.0027873],"genre_scores_gemma":[0.9539523,0.002477161,0.04168623,0.0005005488,0.00001399881,0.00008387709,0.000006678656,0.00003913444,0.001240132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6476011,"threshold_uncertainty_score":0.9997918,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2088108274","doi":"10.4043/22509-ms","title":"Recovery of Retrograde Condensed Liquid in Mature Reservoirs of Gas Condensate in Latin America","year":2011,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Dew point; Dry gas; Dew; Natural gas; Drop (telecommunication); Petroleum engineering; Natural gas field; Wet gas; Pressure drop; Environmental science; Chemistry; Geology; Condensation; Meteorology; Chromatography; Mechanics","retraction":null,"screen_n_in":null,"score":{"opus":0.03033000929871518,"gpt":0.253396706261352,"spread":0.2230666969626368,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003082066,0.0001432302,0.000371009,0.0003098105,0.00000624483,0.000004436739,0.0001766715,0.0001571592,0.000154382],"category_scores_gemma":[0.0001916574,0.000152238,0.00006907335,0.0005621696,0.00004873916,0.00009250444,0.00002576819,0.0002757519,0.000005859022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003733531,"about_ca_system_score_gemma":0.00001669558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001751328,"about_ca_topic_score_gemma":0.00005944955,"domain_scores_codex":[0.9989075,0.00008768743,0.0004753307,0.0001470192,0.0001555597,0.000226875],"domain_scores_gemma":[0.9993495,0.0001660081,0.00007375045,0.000324021,0.00003630144,0.00005036957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0003692874,0.00007529011,0.03506918,0.0004387295,0.00004977172,0.00003396833,0.001971839,0.9050712,0.0555517,0.0001832485,0.0004387317,0.0007470666],"study_design_scores_gemma":[0.004565541,0.0007792822,0.449282,0.0008700081,0.00003186164,0.000009499086,0.0008683467,0.3184412,0.2209908,0.001488948,0.001657342,0.001015125],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924588,0.0002971666,0.0009655512,0.00001654101,0.000129981,0.0001166868,0.00001123125,0.00007362206,0.005930417],"genre_scores_gemma":[0.98056,0.00008172732,0.01910955,0.000008636854,0.00001368766,0.000008343614,0.000006570544,0.00003636773,0.0001751213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.58663,"threshold_uncertainty_score":0.6208086,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1981622062","doi":"10.4043/24411-ms","title":"A Challenging Trunkline ILT Design Driven by S-Lay Installation - A Robust Design Solution Using Advanced Numerical Simulation","year":2013,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Intecsea (Canada)","funders":"","keywords":"Subsea; Bending moment; Structural engineering; Design process; Pipeline (software); Envelope (radar); Engineering design process; Limit state design; Engineering; Design methods; Computer science; Mechanical engineering; Marine engineering; Aerospace engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.04113118167435912,"gpt":0.2524488960816869,"spread":0.2113177144073278,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015235,0.0002226175,0.0002606063,0.0001212041,0.000177955,0.00007281688,0.0001170927,0.0002089105,0.0002798591],"category_scores_gemma":[0.00011378,0.0002123291,0.0001025154,0.0003560206,0.00003929859,0.0006177483,0.00002143482,0.0002575662,0.00005599409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002498939,"about_ca_system_score_gemma":0.00001599735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000194775,"about_ca_topic_score_gemma":0.000009985772,"domain_scores_codex":[0.9987572,0.00011404,0.0003419652,0.0002654516,0.000213178,0.0003081085],"domain_scores_gemma":[0.9993151,0.0002161364,0.00006869304,0.0002018273,0.0001030829,0.00009513351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001198085,0.00001625431,0.0000944376,0.00002380131,0.00004905339,5.96515e-7,0.0001589944,0.9514439,0.03765691,0.000009691306,0.0001627535,0.01037165],"study_design_scores_gemma":[0.000290203,0.00003645113,0.001056734,0.00004023365,0.00004758266,0.000003293034,0.00008155014,0.9955413,0.002389258,0.000177541,0.00007928725,0.0002565964],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1793405,0.0002223431,0.8195022,0.00009169026,0.0001371215,0.000338831,0.000002480451,0.0002538661,0.0001110314],"genre_scores_gemma":[0.95065,0.00004227907,0.04906676,0.00002436847,0.00008277496,0.00002131616,0.0000274871,0.0000363059,0.00004873391],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7713095,"threshold_uncertainty_score":0.8658531,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415389509","doi":"10.4043/36070-ms","title":"DynaMic: A Self-Regulating Drilling Mud Motor for Improved Performance and Reliability","year":2025,"lang":"","type":"article","venue":"OTC Brasil","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Thrust; Power transmission; Torque; Stator; Drill pipe; Rotor (electric); Bearing (navigation); Hydraulic motor; Power (physics); Electric motor","retraction":null,"screen_n_in":null,"score":{"opus":0.00450743205422384,"gpt":0.2275220685598217,"spread":0.2230146365055979,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005929366,0.0003613417,0.0004088033,0.0001711408,0.0003749107,0.0001231463,0.0001758458,0.000266985,0.00001918989],"category_scores_gemma":[0.0001826069,0.0003938036,0.0001287394,0.0003135074,0.00008612203,0.000362103,0.0001111732,0.0003165369,0.000003368029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002208411,"about_ca_system_score_gemma":0.00005562617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002450332,"about_ca_topic_score_gemma":0.000006739704,"domain_scores_codex":[0.9981493,0.00002367563,0.0005803681,0.0006637826,0.0000947022,0.0004881955],"domain_scores_gemma":[0.99895,0.0001461978,0.0001052131,0.0005377955,0.0001689918,0.00009177552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003592907,0.0002727174,0.01061471,0.01169637,0.0003689139,6.429851e-7,0.00111732,0.004101845,0.05065287,0.0005581744,0.001567648,0.9186895],"study_design_scores_gemma":[0.0007943407,0.0002595316,0.0123041,0.0004459205,0.0001438655,0.000005561351,0.00008265421,0.9307066,0.0416118,0.002197126,0.01092335,0.00052521],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718947,0.001380583,0.01918192,0.001081851,0.00161105,0.001438155,0.00004132036,0.001327578,0.002042828],"genre_scores_gemma":[0.8979393,0.0007098707,0.09665243,0.00006395231,0.0001478284,0.000163605,0.000007651815,0.00005616717,0.004259191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9266047,"threshold_uncertainty_score":0.9998514,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2050519092","doi":"10.4043/24318-ms","title":"Development of Titanium Process Piping Welding/Assembly","year":2013,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Titanium Alloys Microstructure and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Welding; Piping; Weldability; Titanium; Manufacturing engineering; Mechanical engineering; Metallurgy; Computer science; Engineering; Materials science","retraction":null,"screen_n_in":null,"score":{"opus":0.01609984665502513,"gpt":0.2404516856408158,"spread":0.2243518389857906,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000148742,0.0001258399,0.0001718225,0.00004270983,0.0001161742,0.0000753441,0.0002750278,0.00006421748,0.001980483],"category_scores_gemma":[0.0000292604,0.00009655223,0.00002850753,0.00009814335,0.00005536279,0.0002970294,0.00006799627,0.00006037893,0.0009912625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002695065,"about_ca_system_score_gemma":0.0001084646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006835198,"about_ca_topic_score_gemma":0.00004416482,"domain_scores_codex":[0.9990409,0.00001717081,0.000279979,0.0002093587,0.0002022247,0.0002503936],"domain_scores_gemma":[0.9995205,0.00001872298,0.0001039111,0.0001754174,0.0001257725,0.00005572163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000006829051,0.00001415613,0.0005406335,0.00008337858,0.000005343447,6.097745e-7,0.001265896,0.000004400682,0.9956281,0.0001183566,0.001043207,0.001289046],"study_design_scores_gemma":[0.0001183281,0.00001797401,0.006774612,0.00005081763,0.000004820292,0.000006596486,0.0005409276,0.000005498709,0.9878002,0.0001413429,0.004389943,0.0001488944],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990678,0.0001521393,0.0001342203,0.00008350186,0.0003326486,0.0001488277,0.000002263823,0.00006887365,0.008399528],"genre_scores_gemma":[0.9859688,0.000002247685,0.01296403,0.0001103761,0.00006138142,0.00002280039,0.000001903287,0.00001732812,0.0008511054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01282981,"threshold_uncertainty_score":0.9997866,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2025247940","doi":"10.4043/24305-ms","title":"Cellular Tendon - Enabling Technology for Ultra-Deep Water TLPs","year":2013,"lang":"en","type":"article","venue":"OTC Brasil","topic":"Marine and Offshore Engineering Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Intecsea (Canada)","funders":"","keywords":"Deep water; Robustness (evolution); Engineering; Computer science; Mechanical engineering; Petroleum engineering; Marine engineering; Biology","retraction":null,"screen_n_in":null,"score":{"opus":0.00490349930547097,"gpt":0.1752511263655304,"spread":0.1703476270600594,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005280507,0.0001768035,0.0001930455,0.0001489109,0.00006589592,0.00003046929,0.000148959,0.0001121113,0.0002157953],"category_scores_gemma":[0.00002841661,0.0001387057,0.00006105826,0.0001043073,0.00002541408,0.0000923934,0.00003090368,0.0001341948,0.0002703669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002393553,"about_ca_system_score_gemma":0.000002195679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001678108,"about_ca_topic_score_gemma":0.000006579496,"domain_scores_codex":[0.999181,0.000002756692,0.0001646393,0.0001640601,0.00006736405,0.0004201227],"domain_scores_gemma":[0.9996542,0.00003488517,0.000008820382,0.0002175018,0.00004144382,0.0000431203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000006455632,0.00005762336,0.004034112,0.0007596618,0.0003681815,0.00001796794,0.0006004274,0.01879848,0.8799088,0.002332907,0.0357255,0.05738991],"study_design_scores_gemma":[0.000528602,0.00006897502,0.0005390115,0.00002950777,0.00003687591,0.000009580548,0.0002124723,0.01745782,0.7430717,0.001036884,0.2364775,0.0005311319],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8568732,0.003436232,0.09273487,0.001262,0.002079514,0.00130692,0.00001031834,0.003732352,0.0385646],"genre_scores_gemma":[0.9952046,0.00006612248,0.00236448,0.00003224714,0.0002295156,0.0002249532,0.00001423721,0.00006184002,0.001802017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.200752,"threshold_uncertainty_score":0.5656255,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}