{"meta":{"query_hash":"c5fdee4157a2","filters":{"venue":"Ocean engineering & oceanography"},"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/c5fdee4157a2","api":"https://metacan.xera.ac/api/v1/cohort?venue=Ocean+engineering+%26+oceanography"},"results":[{"id":"W4411850212","doi":"10.1007/978-3-031-92092-9_1","title":"Advanced Inspection Techniques for Submarine Pipeline Integrity","year":2025,"lang":"en","type":"book-chapter","venue":"Ocean engineering & oceanography","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Submarine; Pipeline (software); Computer science; Forensic engineering; Engineering; Geology; Marine engineering; Programming language","score_opus":0.009006376555319672,"score_gpt":0.2216229603202701,"score_spread":0.21261658376495043,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411850212","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00078193756,0.002138923,0.47753325,0.00006427912,0.0021990018,0.0031169932,0.00060367276,0.04364253,0.4699194],"genre_scores_gemma":[0.015309543,0.0013271518,0.96988904,0.00006330097,0.00086518005,0.00014925428,0.00063651067,0.0009026418,0.010857392],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975604,0.000007300013,0.0007876124,0.0007298561,0.0002949491,0.0006199209],"domain_scores_gemma":[0.9982685,0.00022498335,0.00016037369,0.000850462,0.00033699712,0.0001586837],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002964074,0.0011096147,0.0009265954,0.0017573619,0.00011382372,0.00007597221,0.0005647957,0.0007849912,0.000019099412],"category_scores_gemma":[0.00014908516,0.0013147596,0.0006130531,0.00036376793,0.00011245069,0.00022887817,0.00013247048,0.0015156796,0.0000039374104],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017711859,0.00011498827,0.0008754771,0.007828201,0.001377894,0.000056329212,0.00013348833,0.0012883631,0.0037987118,0.78774935,0.15034696,0.0462531],"study_design_scores_gemma":[0.0016487769,0.0008710344,0.00039792585,0.008576839,0.0009774206,0.000107948596,0.000017327278,0.026635999,0.025577463,0.35285297,0.575179,0.0071573057],"about_ca_topic_score_codex":0.0000036955764,"about_ca_topic_score_gemma":0.000004253384,"teacher_disagreement_score":0.49235576,"about_ca_system_score_codex":0.00035542992,"about_ca_system_score_gemma":0.000048985596,"threshold_uncertainty_score":0.9989302},"labels":[],"label_agreement":null},{"id":"W4411850421","doi":"10.1007/978-3-031-92092-9_9","title":"Innovative Techniques in Submarine Pipeline Repair","year":2025,"lang":"en","type":"book-chapter","venue":"Ocean engineering & oceanography","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Submarine; Pipeline (software); Forensic engineering; Engineering; Marine engineering; Computer science; Construction engineering; Geology; Mechanical engineering","score_opus":0.0060112574856668955,"score_gpt":0.2009996979099918,"score_spread":0.19498844042432492,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411850421","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":[0.0054601803,0.00845827,0.007758295,0.00026982813,0.0024158242,0.0017298745,0.00047236812,0.013542418,0.9598929],"genre_scores_gemma":[0.3580453,0.019973606,0.0554519,0.00093634974,0.0031107483,0.00011370692,0.0031346702,0.0019666844,0.557267],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975435,0.000010856092,0.0009801174,0.00061583676,0.0003274391,0.0005222401],"domain_scores_gemma":[0.99866265,0.0001334371,0.000092093105,0.0007490325,0.0002523889,0.000110385656],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027850535,0.0008902374,0.0010363293,0.0027575998,0.000047260142,0.000048365026,0.0004474937,0.00089060544,0.00015046394],"category_scores_gemma":[0.000080309655,0.0009196262,0.0007061573,0.0012915531,0.00012337658,0.00015301979,0.0001333349,0.0019350282,0.000010785588],"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":[0.00023186392,0.000269796,0.01085298,0.016275544,0.009009905,0.0009785928,0.0012839676,0.14284196,0.0007303155,0.37910005,0.37602514,0.06239989],"study_design_scores_gemma":[0.0006456087,0.00014230282,0.0011306425,0.0041549816,0.0005051815,0.000031193857,0.000040885057,0.08579541,0.0036007126,0.007823482,0.8924734,0.0036562008],"about_ca_topic_score_codex":0.000019784193,"about_ca_topic_score_gemma":0.00002817411,"teacher_disagreement_score":0.51644826,"about_ca_system_score_codex":0.00023209024,"about_ca_system_score_gemma":0.000039805105,"threshold_uncertainty_score":0.99932545},"labels":[],"label_agreement":null},{"id":"W4411850682","doi":"10.1007/978-3-031-92092-9_2","title":"Corroded Pipeline Assessment","year":2025,"lang":"en","type":"book-chapter","venue":"Ocean engineering & oceanography","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Pipeline (software); Environmental science; Computer science; Programming language","score_opus":0.006266362673495692,"score_gpt":0.20554006144132933,"score_spread":0.19927369876783363,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411850682","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":[0.0010469005,0.0068926006,0.03199822,0.00021791214,0.0052331407,0.00080387265,0.0005637756,0.0047466,0.948497],"genre_scores_gemma":[0.1975431,0.009829596,0.020558141,0.00045785916,0.0023165096,0.000026406802,0.0022813939,0.0010871871,0.76589984],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976267,0.000009035858,0.00077008107,0.000596484,0.00045827669,0.0005393799],"domain_scores_gemma":[0.9985197,0.00014218396,0.00008967617,0.00087313104,0.0001623501,0.00021293451],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017752186,0.0009486655,0.0009901654,0.0012182592,0.00009687593,0.00010486391,0.0005535339,0.0008021434,0.00046982654],"category_scores_gemma":[0.000027169941,0.0009617549,0.0010619768,0.00035941886,0.000103135884,0.00011822097,0.00009725273,0.0016922109,0.0000356205],"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":[0.000028381199,0.00006253013,0.00036872,0.004493183,0.004535192,0.00014773724,0.00018413503,0.46639746,0.0002565411,0.15260147,0.36008278,0.010841869],"study_design_scores_gemma":[0.0004874595,0.00006392483,0.0002110972,0.0013570117,0.0011411146,0.000021398038,0.00001865393,0.29264662,0.00032538184,0.0040666335,0.6974654,0.002195322],"about_ca_topic_score_codex":0.0000042229553,"about_ca_topic_score_gemma":0.000004274286,"teacher_disagreement_score":0.3373826,"about_ca_system_score_codex":0.00020086412,"about_ca_system_score_gemma":0.000049289527,"threshold_uncertainty_score":0.9992833},"labels":[],"label_agreement":null},{"id":"W4411851664","doi":"10.1007/978-3-031-92092-9_8","title":"Dent Behaviors of Steel Pipes Under External Load","year":2025,"lang":"en","type":"book-chapter","venue":"Ocean engineering & oceanography","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Materials science; Composite material; Environmental science","score_opus":0.006711422426788316,"score_gpt":0.19916050872813307,"score_spread":0.19244908630134475,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411851664","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28012502,0.09191903,0.05777532,0.00022864153,0.016596865,0.004068885,0.0023457047,0.00839268,0.5385478],"genre_scores_gemma":[0.8561731,0.0065073865,0.0067017023,0.00009638956,0.00074135175,0.000021217496,0.00023046263,0.0005718716,0.12895654],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976481,0.0000082906745,0.00081734837,0.00046924237,0.0006194521,0.0004375659],"domain_scores_gemma":[0.9986821,0.00010843175,0.00012659538,0.0007063778,0.00020815102,0.00016839178],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014932813,0.0007760047,0.0009339394,0.0010012034,0.00005611988,0.00005376955,0.00054938847,0.0006950334,0.00027264058],"category_scores_gemma":[0.00001872359,0.0007825242,0.0011671925,0.0002923232,0.00015461801,0.00011582116,0.00009316217,0.0010743835,0.000011893467],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007728456,0.00013603708,0.002000996,0.0071331034,0.0068123494,0.00013067116,0.0006426347,0.83558923,0.0041343872,0.11535403,0.018002138,0.009987127],"study_design_scores_gemma":[0.0062405504,0.0012713866,0.020582864,0.034309432,0.021692397,0.00032303616,0.00068014656,0.17911278,0.052425455,0.046567746,0.6144856,0.022308605],"about_ca_topic_score_codex":0.000016842145,"about_ca_topic_score_gemma":0.000010653715,"teacher_disagreement_score":0.65647644,"about_ca_system_score_codex":0.00020301789,"about_ca_system_score_gemma":0.00005443981,"threshold_uncertainty_score":0.99946254},"labels":[],"label_agreement":null},{"id":"W4411858760","doi":"10.1007/978-3-031-92092-9_4","title":"Thermal Buckling Characteristic Analysis of Submarine Pipelines","year":2025,"lang":"en","type":"book-chapter","venue":"Ocean engineering & oceanography","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Buckling; Submarine; Pipeline transport; Marine engineering; Geology; Structural engineering; Engineering; Mechanical engineering","score_opus":0.005927579187347406,"score_gpt":0.19026529711918863,"score_spread":0.18433771793184123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411858760","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5787585,0.024738146,0.028558018,0.00026498633,0.00902012,0.0021820806,0.0045488137,0.007927041,0.3440023],"genre_scores_gemma":[0.96379304,0.002492279,0.0015561036,0.00004396747,0.0004981331,0.0000053800413,0.0013082685,0.00026074162,0.030042093],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975423,0.000010588504,0.0010703313,0.00052393036,0.00040220658,0.000450617],"domain_scores_gemma":[0.99836564,0.00022197647,0.00018948124,0.00083540654,0.00023935256,0.00014814877],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019694894,0.0008293963,0.0016660952,0.003431908,0.00006199131,0.0000554049,0.00053758867,0.0006575279,0.00039538796],"category_scores_gemma":[0.000059458816,0.00082005095,0.0019493704,0.0012821241,0.00012921922,0.000106851134,0.00009740086,0.0009703091,0.000006843521],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004087232,0.000037569895,0.0035300895,0.0025574055,0.031652384,0.000039669805,0.00026473863,0.94232273,0.0009499725,0.0123185795,0.0015761646,0.0047098105],"study_design_scores_gemma":[0.00050616625,0.000095971445,0.013231175,0.0016490545,0.027561277,0.000005770477,0.000034969544,0.9099438,0.0014204035,0.00063393725,0.04190325,0.0030142232],"about_ca_topic_score_codex":0.000015542048,"about_ca_topic_score_gemma":0.000009954094,"teacher_disagreement_score":0.38503453,"about_ca_system_score_codex":0.000077734905,"about_ca_system_score_gemma":0.000025610696,"threshold_uncertainty_score":0.99942505},"labels":[],"label_agreement":null},{"id":"W4411858931","doi":"10.1007/978-3-031-92092-9_6","title":"Buckling Failure Mechanism of Liner Pipe in Bimetal Mechanical Clad Pipes","year":2025,"lang":"en","type":"book-chapter","venue":"Ocean engineering & oceanography","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Bimetal; Buckling; Mechanism (biology); Failure mechanism; Materials science; Structural engineering; Forensic engineering; Composite material; Engineering; Physics","score_opus":0.005209546049113511,"score_gpt":0.18473595791522646,"score_spread":0.17952641186611296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411858931","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16763568,0.05765571,0.25828227,0.0020703115,0.02823881,0.0094641615,0.0044653625,0.018778076,0.4534096],"genre_scores_gemma":[0.9700851,0.0023495334,0.0114805745,0.000060696533,0.0005069559,0.000010005214,0.00028331496,0.0003738109,0.014850021],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99710906,0.000017258755,0.0011645083,0.0006449087,0.00048582308,0.00057844754],"domain_scores_gemma":[0.99862117,0.00020378636,0.00013972583,0.0007183151,0.00014965398,0.00016734203],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00028804207,0.0009258441,0.0014034185,0.0022385053,0.00004831522,0.00004966459,0.0006163053,0.0012630471,0.00018561675],"category_scores_gemma":[0.00007396568,0.00092939934,0.0012098985,0.00068009587,0.00009569117,0.00014998353,0.00013100261,0.0019302751,0.000009851428],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010158113,0.00014888606,0.00019088262,0.009172062,0.0066368124,0.00022802709,0.00076681864,0.27879387,0.010510789,0.6820684,0.0066624614,0.004719368],"study_design_scores_gemma":[0.003326847,0.00055519055,0.0002118268,0.013472881,0.0043822927,0.00010541036,0.00036397303,0.64793515,0.07198086,0.09568481,0.1526288,0.009351973],"about_ca_topic_score_codex":0.0000141374185,"about_ca_topic_score_gemma":0.0000311838,"teacher_disagreement_score":0.8024494,"about_ca_system_score_codex":0.00011505232,"about_ca_system_score_gemma":0.000040659455,"threshold_uncertainty_score":0.9993157},"labels":[],"label_agreement":null},{"id":"W4411859114","doi":"10.1007/978-3-031-92092-9_7","title":"Failure Mechanisms of Glass Fiber-Wound Composite Pipes","year":2025,"lang":"en","type":"book-chapter","venue":"Ocean engineering & oceanography","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Composite number; Materials science; Composite material; Glass fiber; Fiber","score_opus":0.005774134943755495,"score_gpt":0.18548418042106626,"score_spread":0.17971004547731076,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411859114","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":[0.014327123,0.017988859,0.23183213,0.00041733697,0.009982159,0.005956432,0.0036960014,0.01842295,0.697377],"genre_scores_gemma":[0.5202309,0.0021164003,0.19785315,0.00027207812,0.0014848118,0.00007889182,0.002346098,0.0036720668,0.27194563],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99699986,0.00001203014,0.0010174729,0.00063856755,0.00066609523,0.00066596974],"domain_scores_gemma":[0.9980629,0.00021572884,0.0001870544,0.0010761503,0.00017083487,0.00028729482],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001603793,0.0011749775,0.0013329103,0.0013735503,0.00007074819,0.00008811132,0.00092780264,0.00084901956,0.00035641782],"category_scores_gemma":[0.000014489342,0.0013579164,0.0009362601,0.00034329298,0.00008366171,0.00015557629,0.00019873114,0.0011055977,0.000060851944],"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":[0.000108444205,0.0002212656,0.00013988654,0.011670359,0.005442152,0.00029534326,0.00022740552,0.089849606,0.06438778,0.7329058,0.08879134,0.0059605944],"study_design_scores_gemma":[0.0025983949,0.0007596591,0.00025165742,0.011170926,0.003459399,0.0001187856,0.0000224959,0.038690727,0.12562416,0.031122211,0.77783924,0.008342309],"about_ca_topic_score_codex":0.0000012905591,"about_ca_topic_score_gemma":0.0000011810982,"teacher_disagreement_score":0.7017836,"about_ca_system_score_codex":0.00010103946,"about_ca_system_score_gemma":0.00003399946,"threshold_uncertainty_score":0.99888706},"labels":[],"label_agreement":null},{"id":"W4411859255","doi":"10.1007/978-3-031-92092-9_3","title":"Damage Mechanism Investigation of Offshore Pipelines Impacted by Falling Objects","year":2025,"lang":"en","type":"book-chapter","venue":"Ocean engineering & oceanography","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Mechanism (biology); Falling (accident); Submarine pipeline; Geology; Pipeline transport; Forensic engineering; Mining engineering; Marine engineering; Engineering; Geotechnical engineering; Psychology; Physics; Mechanical engineering","score_opus":0.006321810423526195,"score_gpt":0.18578974993725828,"score_spread":0.17946793951373208,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411859255","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6861299,0.03883528,0.04850461,0.0005212171,0.011545612,0.004834045,0.0066902386,0.0142369345,0.18870217],"genre_scores_gemma":[0.97092706,0.0031857998,0.00460826,0.000079461875,0.0004047858,0.0000062829204,0.0017238235,0.00037462678,0.018689895],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977619,0.000013695631,0.0008809402,0.00048526042,0.00042681125,0.00043138483],"domain_scores_gemma":[0.9986103,0.00015381105,0.00017455842,0.0006233674,0.00023789026,0.00020004851],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018420724,0.00082278467,0.0009806647,0.0012424382,0.000070337155,0.00006169465,0.00046065438,0.0008709391,0.00008398528],"category_scores_gemma":[0.00006278218,0.00084117596,0.0007624286,0.0005203344,0.00012626876,0.00017481754,0.000067740075,0.0010745628,0.000004767842],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015793166,0.00011485748,0.002577514,0.03061577,0.018940683,0.0001178978,0.0048589786,0.5183497,0.09358931,0.15054138,0.17470992,0.0054260427],"study_design_scores_gemma":[0.0022493363,0.0005073083,0.0011514319,0.0132561475,0.005714681,0.000038582766,0.00041376214,0.68526953,0.18625505,0.05765892,0.038364742,0.00912051],"about_ca_topic_score_codex":0.000013999496,"about_ca_topic_score_gemma":0.0000071363957,"teacher_disagreement_score":0.28479716,"about_ca_system_score_codex":0.00009657454,"about_ca_system_score_gemma":0.000041950552,"threshold_uncertainty_score":0.9994039},"labels":[],"label_agreement":null},{"id":"W4411859318","doi":"10.1007/978-3-031-92092-9_5","title":"Mechanical Properties of Steel Strip Reinforced Composite Pipes Under Complex Loads","year":2025,"lang":"en","type":"book-chapter","venue":"Ocean engineering & oceanography","topic":"Mechanical stress and fatigue analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Composite number; Structural engineering; Materials science; Composite material; Engineering","score_opus":0.01828787210028421,"score_gpt":0.19211260728911547,"score_spread":0.17382473518883126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411859318","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02707255,0.034662586,0.401716,0.0004035454,0.0048002126,0.004871067,0.0026600244,0.010604505,0.5132095],"genre_scores_gemma":[0.9584987,0.0021224164,0.0028954404,0.0000924443,0.0002478211,0.000010584605,0.00037755765,0.0003396832,0.035415348],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973977,0.000011981177,0.0010266324,0.00048754725,0.0005475412,0.00052858755],"domain_scores_gemma":[0.9986099,0.00007677858,0.00016894957,0.0007628641,0.00015423314,0.0002272844],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012749889,0.00084059144,0.0012709216,0.0008731783,0.00007506002,0.00006749115,0.0006106765,0.000563064,0.00015194892],"category_scores_gemma":[0.000015262507,0.00081976363,0.00092099427,0.0003289238,0.00008679702,0.00010608505,0.00015286317,0.000722099,0.000009936745],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001032069,0.00007133801,0.000029339993,0.006232376,0.0073322183,0.00004072246,0.00013066918,0.46331668,0.053972606,0.45395556,0.0118292095,0.0029860823],"study_design_scores_gemma":[0.002037759,0.00037856598,0.00017165854,0.0078017064,0.0028258066,0.000014879711,0.00006227251,0.8480632,0.050807696,0.002212507,0.08099697,0.004627022],"about_ca_topic_score_codex":0.000006984426,"about_ca_topic_score_gemma":0.0000020231014,"teacher_disagreement_score":0.93142617,"about_ca_system_score_codex":0.0000745865,"about_ca_system_score_gemma":0.000028274915,"threshold_uncertainty_score":0.9994253},"labels":[],"label_agreement":null}]}