{"meta":{"query_hash":"471914288ba4","filters":{"venue":"ERCOFTAC series"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/471914288ba4","api":"https://metacan.xera.ac/api/v1/cohort?venue=ERCOFTAC+series"},"results":[{"id":"W2344526687","doi":"10.1007/978-3-319-20388-1_35","title":"Scaling the Internal Boundary Layer","year":2015,"lang":"en","type":"book-chapter","venue":"ERCOFTAC series","topic":"Fluid Dynamics and Turbulent Flows","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 Manitoba; University of Saskatchewan","funders":"","keywords":"Scaling; Boundary layer; Layer (electronics); Materials science; Physics; Mechanics; Geometry; Mathematics; Composite material","score_opus":0.017950694891831594,"score_gpt":0.2110817688207916,"score_spread":0.19313107392896,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2344526687","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":[0.000816317,0.012646326,0.0003043896,0.00038695097,0.0037403787,0.00020444792,0.00012853275,0.00047714444,0.9812955],"genre_scores_gemma":[0.011432747,0.0013950905,0.00035636936,0.0001976437,0.0014237984,0.000017274147,0.00011982566,0.0002690795,0.9847882],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990159,0.000005625283,0.00026137155,0.00019377664,0.00028360324,0.0002397096],"domain_scores_gemma":[0.9993646,0.00003492017,0.00003834402,0.00041301156,0.0000661412,0.00008294307],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013983746,0.00035107846,0.0002817836,0.00006888798,0.00009596259,0.00015955442,0.00033073392,0.00023486806,0.0005581833],"category_scores_gemma":[0.000012753401,0.00026469748,0.00014203062,0.000018726492,0.00013714316,0.00014747902,0.00011843512,0.0005623949,0.00038006567],"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":[0.00010723561,0.000017509894,0.00003997458,0.00042694123,0.0011841746,0.00029767785,0.00290448,0.035657186,0.00019564659,0.5157973,0.4125737,0.030798161],"study_design_scores_gemma":[0.000092819406,0.000018610519,0.00001184243,0.00012753582,0.000039058214,0.00004847362,0.000015869498,0.009077961,0.000014631798,0.013250946,0.9769735,0.00032879531],"about_ca_topic_score_codex":0.0000114262175,"about_ca_topic_score_gemma":0.00004636583,"teacher_disagreement_score":0.5643997,"about_ca_system_score_codex":0.00010386906,"about_ca_system_score_gemma":0.000043587017,"threshold_uncertainty_score":0.9999805},"labels":[],"label_agreement":null},{"id":"W2911781079","doi":"10.1007/978-3-030-04915-7_64","title":"Investigation of Turbulent Flow Over Two Wall-Mounted Cubes Using LBM","year":2019,"lang":"en","type":"book-chapter","venue":"ERCOFTAC series","topic":"Lattice Boltzmann Simulation Studies","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 Saskatchewan","funders":"","keywords":"Lattice Boltzmann methods; Wake; Turbulence; Reynolds number; Vortex; Mechanics; Geometry; Flow (mathematics); Large eddy simulation; Physics; Geology; Mathematics","score_opus":0.029946490214084874,"score_gpt":0.26217525161966665,"score_spread":0.23222876140558177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911781079","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":[0.5129019,0.017901447,0.0022698543,0.0006048218,0.007219988,0.0035281677,0.00068593497,0.0031448412,0.45174304],"genre_scores_gemma":[0.6088702,0.0014210241,0.00997684,0.00043730915,0.001367678,0.00002868388,0.00063909753,0.0009285993,0.37633055],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99843115,0.000014698897,0.00058755174,0.00030143824,0.00041903168,0.00024613747],"domain_scores_gemma":[0.9989758,0.00009771927,0.00018475142,0.00046457295,0.00021397705,0.00006319373],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010418171,0.00048807962,0.0006590584,0.00022159115,0.000069719805,0.000044418957,0.00015660118,0.00027417723,0.00041399588],"category_scores_gemma":[0.00002186815,0.00049822516,0.00015980763,0.00006185474,0.00016328743,0.0004572865,0.00009057702,0.00029184265,0.00014019893],"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":[0.00012476742,0.000013421968,0.0021755665,0.002827344,0.0022791314,0.00003729534,0.006336045,0.912137,0.008188781,0.054669533,0.010249984,0.0009611604],"study_design_scores_gemma":[0.003248277,0.0002670015,0.004688702,0.004130101,0.0015232011,0.000079134545,0.0003416341,0.56164473,0.016099479,0.027912404,0.3754677,0.0045976206],"about_ca_topic_score_codex":0.000031891726,"about_ca_topic_score_gemma":0.000044825054,"teacher_disagreement_score":0.36521772,"about_ca_system_score_codex":0.0001981182,"about_ca_system_score_gemma":0.00006656712,"threshold_uncertainty_score":0.9997469},"labels":[],"label_agreement":null},{"id":"W3023382052","doi":"10.1007/978-3-030-42822-8_5","title":"Roughness Effects on Scalar Transport","year":2020,"lang":"en","type":"book-chapter","venue":"ERCOFTAC series","topic":"Fluid Dynamics and Turbulent Flows","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":"Queen's University","funders":"","keywords":"Scalar (mathematics); Surface finish; Heat transfer; Mechanics; Transport phenomena; Ranging; Materials science; Engineering; Mechanical engineering; Physics; Mathematics; Geometry; Telecommunications","score_opus":0.005586143241222768,"score_gpt":0.17006495018728765,"score_spread":0.16447880694606487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3023382052","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":[0.0021069697,0.0024698093,0.0003400792,0.00068368827,0.003650991,0.00066973787,0.0003030256,0.0016296194,0.98814607],"genre_scores_gemma":[0.13383347,0.0039191726,0.0010544743,0.001468649,0.003397023,0.00013906969,0.0015652073,0.0014192653,0.85320365],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988476,0.000004417666,0.0002642599,0.00035052327,0.0002800344,0.0002531612],"domain_scores_gemma":[0.99940175,0.000039148657,0.000029943547,0.00036948343,0.000023324385,0.00013632589],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000034352735,0.0005362672,0.0005316827,0.00008869547,0.00005536917,0.00003168367,0.00021720372,0.00038038086,0.00020825186],"category_scores_gemma":[0.0000051744064,0.00054475514,0.00022337069,0.00003383451,0.000047904847,0.000115113566,0.000021668011,0.00052860915,0.00050478516],"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":[0.0002705062,0.000041042164,0.00007691459,0.0054929787,0.0012910913,0.0024225055,0.0012410816,0.033700015,0.00069862715,0.9034759,0.027854778,0.023434587],"study_design_scores_gemma":[0.00037519203,0.00021449351,0.00026911555,0.00061848975,0.0001437304,0.000017079557,0.000003147572,0.004423033,0.00067988137,0.0056290864,0.98651373,0.0011129893],"about_ca_topic_score_codex":0.0000023127827,"about_ca_topic_score_gemma":0.000010948758,"teacher_disagreement_score":0.958659,"about_ca_system_score_codex":0.00006352112,"about_ca_system_score_gemma":0.000018855051,"threshold_uncertainty_score":0.99970037},"labels":[],"label_agreement":null},{"id":"W4388695378","doi":"10.1007/978-3-031-47028-8_1","title":"Dynamics of Turbulent Kinetic Energy Advection in a Turbulent Boundary Layer Under Unsteady Pressure Gradients","year":2023,"lang":"en","type":"book-chapter","venue":"ERCOFTAC series","topic":"Fluid Dynamics and Turbulent Flows","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":"Queen's University","funders":"","keywords":"Adverse pressure gradient; Pressure gradient; Turbulence; Boundary layer; Mechanics; Turbulence kinetic energy; Flow separation; Advection; Kinetic energy; Pressure drop; Meteorology; Physics; Thermodynamics; Classical mechanics","score_opus":0.009727965716518561,"score_gpt":0.19630024223002135,"score_spread":0.18657227651350278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388695378","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":[0.082881905,0.07865691,0.009442161,0.008657067,0.041668057,0.008220089,0.0056628846,0.010480346,0.7543306],"genre_scores_gemma":[0.21261463,0.010757102,0.0002740308,0.00014979842,0.00046954324,0.00014892154,0.002167429,0.0008815456,0.772537],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997634,0.000022231343,0.00078960415,0.0005321852,0.00052053266,0.00050143147],"domain_scores_gemma":[0.99895304,0.000050470684,0.00015182416,0.0006216128,0.000103474624,0.0001195971],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011881867,0.00070154364,0.0007787316,0.00058204867,0.00006348734,0.00006192576,0.00032138726,0.000639886,0.00016756979],"category_scores_gemma":[0.000008380711,0.00075324834,0.00026100513,0.00016250863,0.00015260496,0.00019525195,0.00011771301,0.00057936605,0.00004157816],"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":[0.00014615594,0.000106759675,0.00008752195,0.0015018063,0.0009921294,0.00025514475,0.000694183,0.56560355,0.00015392137,0.42355874,0.0046747364,0.0022253604],"study_design_scores_gemma":[0.0017674437,0.0004933527,0.0020998826,0.0024529176,0.00059971324,0.00020514967,0.00012965048,0.5445391,0.00020284051,0.08334428,0.36127868,0.0028869943],"about_ca_topic_score_codex":0.00020937822,"about_ca_topic_score_gemma":0.0018924001,"teacher_disagreement_score":0.35660395,"about_ca_system_score_codex":0.00033259823,"about_ca_system_score_gemma":0.00006420593,"threshold_uncertainty_score":0.9994919},"labels":[],"label_agreement":null},{"id":"W4388696969","doi":"10.1007/978-3-031-47028-8_56","title":"Wall-Modelled Large-Eddy Simulations of Flows with Non-uniform Roughness","year":2023,"lang":"en","type":"book-chapter","venue":"ERCOFTAC series","topic":"Fluid Dynamics and Turbulent Flows","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":"Queen's University","funders":"","keywords":"Boundary layer; Surface finish; Mechanics; Flow (mathematics); Large eddy simulation; Boundary (topology); Materials science; Surface roughness; Geometry; Physics; Turbulence; Mathematics; Composite material; Mathematical analysis","score_opus":0.00957783803858549,"score_gpt":0.19949191586180698,"score_spread":0.18991407782322148,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388696969","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":[0.026210878,0.0012491494,0.032346983,0.00045951756,0.0042630364,0.002978629,0.004790755,0.0034884275,0.92421263],"genre_scores_gemma":[0.10572417,0.0011682338,0.004900667,0.000050070743,0.00037981063,0.00006115938,0.0018319306,0.0007984106,0.8850855],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985411,0.0000036454398,0.0004541788,0.00029935833,0.00034575158,0.00035594442],"domain_scores_gemma":[0.99904364,0.000062543346,0.000084220876,0.0005840987,0.00013807711,0.00008738971],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007602332,0.0004983084,0.0006266749,0.00024052672,0.0000982769,0.000041124793,0.000250644,0.00035393538,0.0003830552],"category_scores_gemma":[0.0000065769095,0.0004592359,0.00016009902,0.00010412798,0.000060813334,0.00024030475,0.00008422909,0.0003624749,0.00011996388],"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":[0.000038934162,0.000014384406,0.0000110069095,0.00033842327,0.00031084853,0.000028862549,0.00050455,0.9520929,0.000039606217,0.04585031,0.0006418604,0.00012835463],"study_design_scores_gemma":[0.00052843627,0.00007944599,0.000023326293,0.00032649608,0.0001251729,0.000006406654,0.000019604317,0.9408404,0.000031399188,0.0025644347,0.054848798,0.0006060582],"about_ca_topic_score_codex":0.000019253688,"about_ca_topic_score_gemma":0.00066850486,"teacher_disagreement_score":0.07951329,"about_ca_system_score_codex":0.00006809964,"about_ca_system_score_gemma":0.00005543059,"threshold_uncertainty_score":0.99978596},"labels":[],"label_agreement":null},{"id":"W71751547","doi":"10.1007/978-90-481-9603-6_18","title":"Spanwise Characteristics of Hairpin Packets in a Turbulent Boundary Layer Under a Strong Adverse Pressure Gradient","year":2010,"lang":"en","type":"book-chapter","venue":"ERCOFTAC series","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Pressure gradient; Turbulence; Boundary layer; Adverse pressure gradient; Physics; Reynolds number; Vortex; Work (physics); Flow (mathematics); Boundary (topology); Mechanics; Thermodynamics; Mathematics; Mathematical analysis","score_opus":0.009427034757196936,"score_gpt":0.19640656005580065,"score_spread":0.1869795252986037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W71751547","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":[0.77522916,0.018076137,0.0007902778,0.0012686065,0.014084321,0.004660197,0.0058948104,0.0017017943,0.17829469],"genre_scores_gemma":[0.7700752,0.0038031149,0.0015239874,0.00014084506,0.00076211494,0.000106357526,0.0011067378,0.00066371326,0.22181794],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980658,0.000012483287,0.000693701,0.00041177633,0.0003688246,0.00044738062],"domain_scores_gemma":[0.9988793,0.000034503282,0.00016439821,0.0006905337,0.00008890896,0.00014231536],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012385705,0.00063284417,0.0008030715,0.00029025602,0.000057280897,0.00004634222,0.00029360986,0.00064619124,0.0005055878],"category_scores_gemma":[0.000013171866,0.00065917755,0.00023623975,0.0000474263,0.00022297929,0.00021010847,0.00011340926,0.0010387839,0.000043535685],"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":[0.0018376309,0.0011534833,0.0040242453,0.016045291,0.006632463,0.0029939779,0.016329324,0.079777464,0.017487688,0.82104784,0.015139664,0.017530905],"study_design_scores_gemma":[0.0016789414,0.00031061107,0.018785074,0.0020080565,0.0005366664,0.00012375946,0.00010405826,0.025093859,0.0005921426,0.008558081,0.9395042,0.0027045442],"about_ca_topic_score_codex":0.000026651242,"about_ca_topic_score_gemma":0.0003279798,"teacher_disagreement_score":0.92436457,"about_ca_system_score_codex":0.00010358906,"about_ca_system_score_gemma":0.00009027909,"threshold_uncertainty_score":0.9995859},"labels":[],"label_agreement":null},{"id":"W822186331","doi":"10.1007/978-3-319-14448-1_57","title":"Large-Eddy Simulation of Turbulent Flow Over an Array of Wall-Mounted Cubic Obstacles","year":2015,"lang":"en","type":"book-chapter","venue":"ERCOFTAC series","topic":"Fluid Dynamics and Turbulent Flows","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 Manitoba","funders":"","keywords":"Large eddy simulation; Turbulence; Flow (mathematics); Mechanics; Detached eddy simulation; Materials science; Physics; Reynolds-averaged Navier–Stokes equations","score_opus":0.015743899550913487,"score_gpt":0.23975044200686063,"score_spread":0.22400654245594714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W822186331","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":[0.55275625,0.04999091,0.026287358,0.00038555142,0.011467384,0.0057879537,0.009170892,0.0039044828,0.3402492],"genre_scores_gemma":[0.8998952,0.001205599,0.0028680558,0.00005814223,0.0005285052,0.000022584796,0.002477897,0.00054608565,0.09239795],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982606,0.000014410664,0.00064894406,0.00030071868,0.0004896835,0.00028564254],"domain_scores_gemma":[0.9987606,0.0000482558,0.00017656393,0.00062071177,0.00027257565,0.00012133255],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015969314,0.0004785608,0.0007002462,0.00022493683,0.000035165347,0.000025653368,0.00024324517,0.00043360124,0.00053604535],"category_scores_gemma":[0.000021263717,0.00048391827,0.00019576421,0.000055221655,0.0000901016,0.0003446117,0.000042402742,0.0002860978,0.000022044573],"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":[0.00008406912,0.000049361246,0.000036058238,0.00045778905,0.00026643727,0.000011044673,0.0013611643,0.98137003,0.0012808838,0.013675094,0.0009809996,0.00042705322],"study_design_scores_gemma":[0.0006245183,0.00020134686,0.00018798953,0.000353601,0.00014332394,0.000005156767,0.00004763515,0.8502511,0.00051928614,0.004357513,0.14261483,0.00069369364],"about_ca_topic_score_codex":0.00001809318,"about_ca_topic_score_gemma":0.00008601215,"teacher_disagreement_score":0.3471389,"about_ca_system_score_codex":0.00011768967,"about_ca_system_score_gemma":0.000051922954,"threshold_uncertainty_score":0.9997612},"labels":[],"label_agreement":null}]}