{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":11,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":11,"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","author_layer_release":"2026-06-26"},"query_hash":"752a7dc882c2","filters":{"venue":"International Journal for Computational Methods in Engineering Science and Mechanics"}},"results":[{"id":"W2045118505","doi":"10.1080/15502280601149577","title":"Numerical Tracking of Shallow Water Waves by the Unstructured Finite Volume WAF Approximation","year":2007,"lang":"en","type":"article","venue":"International Journal for Computational Methods in Engineering Science and Mechanics","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Finite volume method; Riemann solver; Inviscid flow; Quadrilateral; Shallow water equations; Bathymetry; Polygon mesh; Geology; Discretization; Solver; Applied mathematics; Flow (mathematics); Roe solver; Test case; Mechanics; Geometry; Mathematics; Mathematical optimization; Finite element method; Mathematical analysis; Physics; Structural engineering; Engineering","authors":[{"name":"Youssef Loukili","is_ca":true},{"name":"Azzeddine Soulaïmani","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01156242160735674,"gpt":0.3078169021355462,"spread":0.2962544805281894,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002654354,0.0001261425,0.0001388752,0.0003256768,0.0001005893,0.0001206449,0.0003693528,0.00004818491,0.000003310432],"category_scores_gemma":[0.000374664,0.00009585177,0.00005656902,0.0002672255,0.00004490544,0.0002795473,0.00003999062,0.0002129392,2.774718e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001749589,"about_ca_system_score_gemma":0.00004480093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002155808,"about_ca_topic_score_gemma":9.553428e-7,"domain_scores_codex":[0.9985852,0.00001621428,0.000450507,0.0001489479,0.0005563686,0.0002427259],"domain_scores_gemma":[0.9987496,0.00053141,0.00006258366,0.00005534598,0.0005328383,0.00006820957],"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":[0.000009835436,0.00001066206,0.00002942983,0.00001595627,0.00002305787,0.00000145164,0.0002182665,0.9327331,0.02450175,0.01279662,0.000009249527,0.02965065],"study_design_scores_gemma":[0.0002500533,0.00002364408,0.0007461139,0.00003109179,0.000005473317,0.00008194731,0.00004661174,0.9722171,0.003366057,0.02285326,0.0002640614,0.0001145963],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06384148,0.00009009925,0.9340904,0.0001952127,0.00161903,0.0001096398,0.00001471484,0.00002430136,0.00001515192],"genre_scores_gemma":[0.7165561,0.00001412002,0.2832808,0.00003478999,0.0000762021,0.000003678313,0.00001553708,0.00001338466,0.00000531043],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6527146,"threshold_uncertainty_score":0.3908722,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3012284340","doi":"10.1080/15502287.2020.1739779","title":"Modeling and characterization of bilayer containment ring in gas turbine engine","year":2020,"lang":"en","type":"article","venue":"International Journal for Computational Methods in Engineering Science and Mechanics","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Bilayer; Materials science; Characterization (materials science); Kevlar; Absorption (acoustics); Composite material; Nanotechnology; Chemistry; Membrane","authors":[{"name":"Pratik Roy","is_ca":true},{"name":"S. A. Meguid","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01768491428679848,"gpt":0.3027431114466636,"spread":0.2850581971598651,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006290897,0.00008662961,0.0001276859,0.0002934702,0.00002396225,0.00004943132,0.0001390512,0.0000264153,0.000001272033],"category_scores_gemma":[0.0001253754,0.00008949471,0.0000205548,0.0002012474,0.00001148374,0.0002023163,0.00004026683,0.0001395516,3.902408e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008078049,"about_ca_system_score_gemma":0.00003176108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001692988,"about_ca_topic_score_gemma":4.354172e-7,"domain_scores_codex":[0.9992177,0.00001008126,0.0002764082,0.0001209612,0.0002439026,0.0001309124],"domain_scores_gemma":[0.9996631,0.00006750959,0.0000300752,0.00002461962,0.0001498585,0.00006491005],"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":[0.000009950938,0.000003384958,0.00003060934,0.0000236267,0.000008633467,0.000001866675,0.0002316233,0.7437003,0.2410391,0.002921925,8.23498e-8,0.01202898],"study_design_scores_gemma":[0.000395933,0.00002723173,0.0002823001,0.00005595965,0.000003333484,0.00003422162,0.00004114933,0.9835173,0.01249297,0.003040066,0.00002549927,0.00008403578],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3855996,0.00009293979,0.613812,0.0001085646,0.0003136642,0.00005679664,0.000003759011,0.00001013954,0.000002571443],"genre_scores_gemma":[0.8437645,0.00009409319,0.1560293,0.00003557902,0.00005995517,0.00000383329,0.000003844641,0.000008606944,2.979245e-7],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4581649,"threshold_uncertainty_score":0.3649488,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2080044387","doi":"10.1080/15502287.2012.682196","title":"Global Optimization Using Mixed Surrogates and Space Elimination in Computationally Intensive Engineering Designs","year":2012,"lang":"en","type":"article","venue":"International Journal for Computational Methods in Engineering Science and Mechanics","topic":"Advanced Multi-Objective Optimization Algorithms","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Surrogate model; Global optimization; Benchmark (surveying); Kriging; Mathematical optimization; Latin hypercube sampling; Metamodeling; Computer science; Optimization problem; Computation; Field (mathematics); Algorithm; Mathematics; Machine learning","authors":[{"name":"Adel Younis","is_ca":true},{"name":"Zuomin Dong","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04075989357208958,"gpt":0.3803735774643139,"spread":0.3396136838922243,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002456042,0.000183576,0.0001876401,0.0008583227,0.0001236215,0.000337379,0.0003992211,0.00006334526,7.372495e-7],"category_scores_gemma":[0.002643448,0.0002041028,0.00003315026,0.00097228,0.00004247121,0.002738374,0.0001851232,0.000164052,1.489818e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007165866,"about_ca_system_score_gemma":0.0002011716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000497813,"about_ca_topic_score_gemma":0.000001230504,"domain_scores_codex":[0.9982692,0.00006344996,0.0004178208,0.0003231236,0.0005703281,0.0003560534],"domain_scores_gemma":[0.9972337,0.0006592953,0.0001828024,0.00007101173,0.001691342,0.0001617946],"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":[0.000007876301,0.00002766919,0.0003531296,0.000008302335,0.00001155632,0.000003019275,0.0002895232,0.9117337,0.0006635911,0.08157619,7.807984e-7,0.005324685],"study_design_scores_gemma":[0.0006845014,0.00003242123,0.004574894,0.00008157886,0.000004876321,0.0003536631,0.0001275624,0.987532,0.0002562834,0.006134678,0.00001498413,0.0002026065],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006004242,0.0001711908,0.9911144,0.000334954,0.002101777,0.0002243984,0.000006546967,0.00003908221,0.000003367949],"genre_scores_gemma":[0.231129,0.0000270493,0.7686797,0.00006634255,0.00007108103,0.00001102471,0.000004334808,0.00001018998,0.0000013035],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2251247,"threshold_uncertainty_score":0.8323072,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1964448338","doi":"10.1080/15502280601149593","title":"An Algorithm for Solving Reactive Advection-Dispersion Problems","year":2007,"lang":"en","type":"article","venue":"International Journal for Computational Methods in Engineering Science and Mechanics","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Discretization; Solver; Advection; Partial differential equation; Nonlinear system; Applied mathematics; Mathematics; Dispersion (optics); Finite element method; Mathematical optimization; Mathematical analysis; Physics","authors":[{"name":"Jun Cao","is_ca":true},{"name":"Peter K. Kitanidis","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02827314082085204,"gpt":0.3833216420918896,"spread":0.3550485012710376,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003542122,0.0001266193,0.000132634,0.0005955331,0.0001811894,0.0001368183,0.0002355131,0.00004961957,0.000001218297],"category_scores_gemma":[0.0004836652,0.0001297536,0.00004617118,0.000286371,0.00002735345,0.0007413432,0.00002831739,0.0001574825,2.701456e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000370778,"about_ca_system_score_gemma":0.00006116654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001562115,"about_ca_topic_score_gemma":0.000001654364,"domain_scores_codex":[0.9987531,0.000008294503,0.0003438514,0.0001978326,0.0004320066,0.0002649585],"domain_scores_gemma":[0.9980921,0.0006962098,0.00006797484,0.00005186178,0.0009853077,0.0001065828],"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":[0.000009176527,0.00001681948,0.00001580769,0.00001416405,0.00003027502,0.000001404519,0.000356861,0.8523052,0.01529012,0.004778438,0.000008969709,0.1271727],"study_design_scores_gemma":[0.0004951943,0.00006437709,0.0004303493,0.00005236157,0.000008186102,0.00006441618,0.0002403758,0.9806737,0.002832268,0.01401259,0.000975244,0.0001509237],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009302349,0.0001314954,0.987172,0.00005215684,0.002995726,0.0002435254,0.00001155395,0.00007228499,0.00001891342],"genre_scores_gemma":[0.2188335,0.00002403737,0.7807999,0.00003483237,0.0002591546,0.00001915087,0.000005343193,0.00001962152,0.000004406175],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2095312,"threshold_uncertainty_score":0.5291197,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1999953632","doi":"10.1080/15502280701246737","title":"Transient Flow of a Third Grade Fluid Over a Moving Plate","year":2007,"lang":"en","type":"article","venue":"International Journal for Computational Methods in Engineering Science and Mechanics","topic":"Fluid Dynamics and Vibration Analysis","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":"Western University; Trinity Western University","funders":"","keywords":"Perturbation (astronomy); Newtonian fluid; Mechanics; Generalized Newtonian fluid; Mathematics; Fluid dynamics; Non-Newtonian fluid; Flow (mathematics); Slow Flow; Initial value problem; Transient flow; Transient (computer programming); Mathematical analysis; Classical mechanics; Physics; Viscosity; Computer science; Thermodynamics","authors":[{"name":"P. D. Ariel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01639952275599423,"gpt":0.3375494990841973,"spread":0.3211499763282031,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002866336,0.0001027779,0.0001444521,0.0007680118,0.00005371422,0.00007416306,0.000242027,0.00004136704,0.000003497959],"category_scores_gemma":[0.0002764863,0.0001043358,0.00007020835,0.0004277144,0.00002487159,0.000272982,0.00002427691,0.0001437005,1.592099e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001686027,"about_ca_system_score_gemma":0.00006781167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002086448,"about_ca_topic_score_gemma":0.000003006116,"domain_scores_codex":[0.998728,0.000009459183,0.0004210788,0.0001311957,0.0005001772,0.0002101336],"domain_scores_gemma":[0.999179,0.0002777303,0.0000548745,0.00004865097,0.0003420874,0.00009767328],"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":[0.00001119782,0.00001262042,0.00001679171,0.00001524975,0.00003423048,0.00000364793,0.0002163803,0.9184098,0.05004226,0.02217213,0.000009149543,0.009056576],"study_design_scores_gemma":[0.0003445664,0.00002429141,0.0007429024,0.00004866412,0.000008484853,0.0000479968,0.00004554304,0.9885155,0.003269103,0.006648418,0.0001989449,0.0001055987],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04549694,0.000111484,0.9527503,0.00007450476,0.001436226,0.00006958621,0.00001008648,0.00002492007,0.00002595431],"genre_scores_gemma":[0.39901,0.00004648342,0.6008263,0.00003650138,0.00006214545,0.000002609929,0.000002800114,0.00001003009,0.000003080156],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3535131,"threshold_uncertainty_score":0.4254689,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2969971824","doi":"10.1080/15502287.2019.1655503","title":"Numerical study of multivessel coronary plaque hemodynamics","year":2019,"lang":"en","type":"article","venue":"International Journal for Computational Methods in Engineering Science and Mechanics","topic":"Coronary Interventions and Diagnostics","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; Montreal Heart Institute; Centre Hospitalier de l’Université de Montréal; McGill University","funders":"Compute Canada; Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Hemodynamics; Cardiology; Fractional flow reserve; Internal medicine; Medicine; Concomitant; Stenosis; Lesion; Blood flow; Coronary heart disease; Coronary flow reserve; Coronary angiography; Myocardial infarction; Surgery","authors":[{"name":"Hossein Mohammadi","is_ca":true},{"name":"Raymond Cartier","is_ca":true},{"name":"Gilles Soulez","is_ca":true},{"name":"Rosaire Mongrain","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02489413504660883,"gpt":0.4027125214943091,"spread":0.3778183864477003,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001062413,0.00008609366,0.000179918,0.0004299488,0.00003817313,0.00003057063,0.0001825866,0.00003016357,0.00001154789],"category_scores_gemma":[0.0007309523,0.00008108574,0.00005539118,0.0002393118,0.00002106139,0.0001691494,0.00005780934,0.00016668,6.208234e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001544694,"about_ca_system_score_gemma":0.0001761587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005244275,"about_ca_topic_score_gemma":4.059631e-7,"domain_scores_codex":[0.9988374,0.00002118429,0.0003500133,0.0001724532,0.0004913094,0.000127657],"domain_scores_gemma":[0.9984098,0.000536599,0.0001030621,0.0000650637,0.0008052237,0.00008026919],"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":[0.0002418255,0.001066109,0.01534,0.00006906161,0.0001124763,0.00003353451,0.0005586776,0.9320911,0.006418078,0.0204541,0.00001059068,0.0236045],"study_design_scores_gemma":[0.001866461,0.0008319863,0.03986859,0.0001419964,0.00001633312,0.0004477524,0.000452499,0.9529013,0.0002343582,0.003077005,0.00007976063,0.00008196468],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4774514,0.00002573336,0.5212035,0.0001150935,0.0009619831,0.000218989,0.000005007983,0.000006364571,0.0000120044],"genre_scores_gemma":[0.7543963,0.00001015099,0.2454885,0.00003962653,0.00003375658,0.000007965542,0.000003266447,0.000007060419,0.0000133506],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.276945,"threshold_uncertainty_score":0.330658,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2004760308","doi":"10.1080/15502281003702278","title":"Finite Formulation for Modeling Guided Wave Structures Embedded in a Lossy Half-Space","year":2010,"lang":"en","type":"article","venue":"International Journal for Computational Methods in Engineering Science and Mechanics","topic":"Electromagnetic Simulation and Numerical Methods","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":"University of Manitoba","funders":"","keywords":"Mathematical analysis; Mathematics; Conductor; Propagation constant; Constant (computer programming); Diagonal; Finite difference; Applied mathematics; Geometry; Physics; Computer science; Optics","authors":[{"name":"M. Heshmatzadeh","is_ca":true},{"name":"Greg E. Bridges","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03935743941384168,"gpt":0.3871576512212847,"spread":0.347800211807443,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002212563,0.0001442243,0.0001713312,0.0006946329,0.00007878859,0.000134886,0.0002329197,0.00008337264,0.000004691179],"category_scores_gemma":[0.002476651,0.0001479007,0.00005499521,0.0003803575,0.00001503905,0.0003338114,0.0000282017,0.0003153133,1.299688e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000143491,"about_ca_system_score_gemma":0.00009232301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002891128,"about_ca_topic_score_gemma":0.000003583325,"domain_scores_codex":[0.9986991,0.0000218501,0.0004295401,0.0002025831,0.0003701132,0.0002768003],"domain_scores_gemma":[0.9982803,0.000972051,0.00005932646,0.00006554613,0.0005303727,0.00009242641],"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":[0.00001696802,0.000008129329,0.000009580269,0.00001516958,0.000009265735,0.000001238979,0.0001469976,0.8841619,0.04124586,0.0559073,0.000003947837,0.0184736],"study_design_scores_gemma":[0.0006679818,0.00003920873,0.0001365702,0.00002652033,0.000004178022,0.00005270222,0.00002268802,0.8480343,0.002690332,0.1480371,0.0001478548,0.0001405896],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07447583,0.00004796758,0.9227149,0.0001864884,0.002275602,0.0002358521,0.000005329546,0.00004040619,0.00001762074],"genre_scores_gemma":[0.4570089,0.000008289247,0.5428124,0.0000342002,0.00009767468,0.00001949872,0.000003479651,0.00001290497,0.000002637385],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.382533,"threshold_uncertainty_score":0.6031217,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2020385474","doi":"10.1080/15502280500387971","title":"Numerical Study of Air-Particle Two-Phase Flows Inside a Powder Coating Booth","year":2006,"lang":"en","type":"article","venue":"International Journal for Computational Methods in Engineering Science and Mechanics","topic":"Particle Dynamics in Fluid Flows","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":"Western University","funders":"","keywords":"Turbulence; Particle (ecology); Airflow; Mechanics; Coating; Phase (matter); Flow (mathematics); Powder coating; Materials science; Field (mathematics); Particle size; CFD-DEM; Computational fluid dynamics; Physics; Mathematics; Engineering; Thermodynamics; Composite material; Geology; Chemical engineering","authors":[{"name":"Zhenan Li","is_ca":true},{"name":"Chao Zhang","is_ca":true},{"name":"Jesse Zhu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02480134039907413,"gpt":0.3794896678453753,"spread":0.3546883274463012,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001750895,0.0001267893,0.0001790119,0.0003395047,0.0000758216,0.00007190248,0.0003112679,0.00002803034,0.000002378702],"category_scores_gemma":[0.0004954305,0.0001341061,0.00003912719,0.0004316589,0.00002521324,0.0003311344,0.00005058656,0.000186045,4.18992e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002073587,"about_ca_system_score_gemma":0.00006972253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001144476,"about_ca_topic_score_gemma":0.000003858627,"domain_scores_codex":[0.9984369,0.00003294793,0.0005230583,0.0001785004,0.0005804196,0.0002481285],"domain_scores_gemma":[0.9989505,0.0003899129,0.00007318077,0.00007721211,0.0004283301,0.00008083269],"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":[0.00001527617,0.0001452569,0.0001618308,0.000008982581,0.00002149411,0.000008865419,0.0002202229,0.9173182,0.0668007,0.0095977,0.000005397027,0.00569613],"study_design_scores_gemma":[0.001727208,0.000118762,0.0005593601,0.00003164979,0.000008710167,0.00008053269,0.0001029735,0.9838477,0.005603197,0.007750406,0.0000373734,0.0001320817],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4994329,0.00004246534,0.4996009,0.00002204061,0.0007562946,0.00010296,0.000003919635,0.0000272186,0.00001138445],"genre_scores_gemma":[0.7407483,0.000002661579,0.2591165,0.00001568084,0.00008417992,0.00001507029,0.000001340975,0.00001482792,0.000001399218],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2413155,"threshold_uncertainty_score":0.5468689,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403778429","doi":"10.1080/15502287.2024.2408291","title":"Uncertainty propagation of initial conditions in thermal models","year":2024,"lang":"en","type":"article","venue":"International Journal for Computational Methods in Engineering Science and Mechanics","topic":"Model Reduction and Neural Networks","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Deutsche Forschungsgemeinschaft; California Department of Fish and Game","keywords":"Statistical physics; Computer science; Mathematics; Applied mathematics; Econometrics; Physics","authors":[{"name":"Alexandra Bünger","is_ca":true},{"name":"Roland W. Herzog","is_ca":false},{"name":"Andreas Naumann","is_ca":false},{"name":"Martin Stoll","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03902352781338467,"gpt":0.4159394135958381,"spread":0.3769158857824534,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009897121,0.0000623763,0.00008115147,0.0004023022,0.00003874741,0.00007804344,0.0001311389,0.00001818949,0.0000117998],"category_scores_gemma":[0.0000449071,0.00005805228,0.0000364968,0.0002705645,0.00002926726,0.000399763,0.00002413857,0.0001540234,1.561796e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006649827,"about_ca_system_score_gemma":0.0001752885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006938114,"about_ca_topic_score_gemma":3.007088e-7,"domain_scores_codex":[0.9992449,0.00002075534,0.0002475027,0.000126348,0.0002530982,0.0001073567],"domain_scores_gemma":[0.9994341,0.0002000757,0.00004501305,0.00002462594,0.0002585658,0.00003768418],"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":[0.000006521409,0.00001326761,0.000008352025,0.000005782517,0.00000816027,9.911556e-7,0.00010495,0.7286078,0.004027977,0.2465131,0.000004366664,0.02069877],"study_design_scores_gemma":[0.0001660014,0.00001616542,0.0000497129,0.00008739535,0.000002594683,0.00001277108,0.00005368873,0.836296,0.001181268,0.1620339,0.00005199284,0.00004855849],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07200309,0.00004393946,0.9261426,0.0002027776,0.001413106,0.00009339686,0.00001653864,0.000007913389,0.00007668237],"genre_scores_gemma":[0.9242725,0.000004187538,0.07550445,0.00001660428,0.0001670897,0.00001503114,0.000007911071,0.000005346084,0.000006914533],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8522694,"threshold_uncertainty_score":0.2367303,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391741407","doi":"10.1080/15502287.2024.2312473","title":"Flexible polyurethane foam as personal protective mask material: a numerical and experimental study","year":2024,"lang":"en","type":"article","venue":"International Journal for Computational Methods in Engineering Science and Mechanics","topic":"Aerodynamics and Fluid Dynamics Research","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":"Western University","funders":"","keywords":"Materials science; Filtration (mathematics); Parametric statistics; Composite material; Mechanics; Particle size; Particle (ecology); Polyurethane; Work (physics); Air filter; Airflow; Discrete element method; Penetration (warfare); Mechanical engineering; Engineering; Mathematics","authors":[{"name":"Lamia Tahsin Aroni","is_ca":true},{"name":"Anthony G. Straatman","is_ca":true},{"name":"Kelly Ogden","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02217990024605863,"gpt":0.3990307845044466,"spread":0.3768508842583879,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00161038,0.0001397623,0.0001375203,0.0005472684,0.00009453618,0.0004777561,0.0002177023,0.0000429561,0.000008857966],"category_scores_gemma":[0.0001817456,0.0001351236,0.00003455113,0.000318079,0.0000451956,0.000337346,0.00009614159,0.0002718423,8.580908e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000330503,"about_ca_system_score_gemma":0.0001333582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007449297,"about_ca_topic_score_gemma":6.526176e-7,"domain_scores_codex":[0.9986686,0.00002636971,0.0002367697,0.0002507342,0.0005772859,0.0002403046],"domain_scores_gemma":[0.9994435,0.0001800774,0.00001776173,0.00003847033,0.0001966473,0.0001235618],"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":[0.0001233804,0.0001785155,0.00003165563,0.0001028821,0.0002196002,0.0001393596,0.003674815,0.6974815,0.1952163,0.0616632,0.000019469,0.04114927],"study_design_scores_gemma":[0.0002966486,0.0002287233,0.0001636299,0.00005806719,0.000005174623,0.0003944076,0.0004369429,0.9854766,0.002132199,0.01057161,0.00009328741,0.0001427404],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2313158,0.0003809515,0.7658982,0.0001184611,0.001912558,0.000271745,0.00001881779,0.00006621018,0.00001724966],"genre_scores_gemma":[0.8841246,0.00002312746,0.1156128,0.00001585452,0.0001289583,0.00005349291,0.000003013228,0.00002464551,0.00001349831],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6528087,"threshold_uncertainty_score":0.5510179,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401792877","doi":"10.1080/15502287.2024.2391741","title":"Dynamic homogenization of inhomogeneous elastic media based on energy equivalence","year":2024,"lang":"en","type":"article","venue":"International Journal for Computational Methods in Engineering Science and Mechanics","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":0,"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":"Homogenization (climate); Equivalence (formal languages); Mathematics; Classical mechanics; Mathematical analysis; Physics; Materials science; Statistical physics; Pure mathematics","authors":[{"name":"Chen Wang","is_ca":true},{"name":"Zhengwei Li","is_ca":true},{"name":"Xiaodong Wang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01971561713369245,"gpt":0.3468791002349085,"spread":0.327163483101216,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001434779,0.0001259812,0.0001399747,0.0009096286,0.00005172775,0.000171421,0.000705135,0.00004042974,0.000001182712],"category_scores_gemma":[0.001858851,0.0001208694,0.00005083326,0.000672691,0.00003485357,0.0004375091,0.00009741831,0.0001499698,3.352564e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002284168,"about_ca_system_score_gemma":0.0002430017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.063642e-7,"about_ca_topic_score_gemma":1.63466e-7,"domain_scores_codex":[0.9984017,0.00001966843,0.0003700407,0.0002846889,0.0007242411,0.0001996481],"domain_scores_gemma":[0.9976235,0.001598224,0.00006872084,0.0001058069,0.000516758,0.0000869953],"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":[0.000003286453,0.00001294503,3.149732e-7,0.00002779489,0.000006008275,0.000007827814,0.00005747347,0.6973332,0.003802081,0.265964,7.895497e-7,0.03278427],"study_design_scores_gemma":[0.000131743,0.00004604438,0.00001012005,0.0002834844,0.000003680241,0.00007864455,0.000004550531,0.8557199,0.001292605,0.1422772,0.00005059647,0.0001014607],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0006009869,0.0002159389,0.9960545,0.0001877196,0.002799083,0.00006116753,0.000005997234,0.00006467929,0.000009956366],"genre_scores_gemma":[0.4097752,0.00001919488,0.5901219,0.00003594487,0.00002825132,0.000007861852,0.000001146451,0.000008864723,0.000001638558],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4091742,"threshold_uncertainty_score":0.4928912,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}