{"meta":{"query_hash":"87becfd7d238","filters":{"venue":"International Journal for Multiscale Computational Engineering"},"cohort_total":12,"direct_labels_cover":0,"predictions_cover":12,"exported":12,"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/87becfd7d238","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Journal+for+Multiscale+Computational+Engineering"},"results":[{"id":"W1973852034","doi":"10.1615/intjmultcompeng.2012002781","title":"GRADIENT-DEPENDENT CONSTITUTIVE LAWS FOR A MODEL OF MICROCRACKED BODIES","year":2012,"lang":"en","type":"article","venue":"International Journal for Multiscale Computational Engineering","topic":"Composite Material Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Constitutive equation; Classification of discontinuities; Cauchy elastic material; Equivalence (formal languages); Classical mechanics; Deformation (meteorology); Statistical physics; Mechanics; Mathematics; Physics; Mathematical analysis; Finite element method; Pure mathematics","score_opus":0.020594640207235542,"score_gpt":0.26567115915815653,"score_spread":0.245076518950921,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973852034","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10977824,0.00020453689,0.8850161,0.00004906537,0.004173403,0.0002733484,0.0003773581,0.00008243207,0.000045551264],"genre_scores_gemma":[0.8567022,0.000009520214,0.14267693,0.000012391705,0.00042768382,0.000049551134,0.000059049464,0.000035420737,0.00002723373],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989374,0.0000050575677,0.00042015593,0.000094790885,0.00028244234,0.00026011665],"domain_scores_gemma":[0.99908733,0.00020876856,0.00009348333,0.000052524985,0.00045054685,0.00010734236],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001913056,0.00016604789,0.00019696062,0.00020023723,0.00007659144,0.00006616371,0.00022943263,0.000059864415,0.000005779903],"category_scores_gemma":[0.000082231505,0.00018153724,0.00015309484,0.000029626373,0.000021812093,0.00028901116,0.000040969495,0.00011301423,0.0000024914536],"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":[0.00005394052,0.00004231594,0.000051298986,0.00005809439,0.00021925685,7.395995e-7,0.00029739973,0.9299298,0.05263499,0.015721057,0.00015067402,0.00084043405],"study_design_scores_gemma":[0.0010514206,0.000025475942,0.00011951185,0.00006836958,0.000027501734,0.0000933242,0.000016595357,0.9746149,0.020266399,0.0026485273,0.00088568684,0.00018229929],"about_ca_topic_score_codex":0.0000023954358,"about_ca_topic_score_gemma":0.0000036534125,"teacher_disagreement_score":0.746924,"about_ca_system_score_codex":0.00023832072,"about_ca_system_score_gemma":0.00002899812,"threshold_uncertainty_score":0.74028736},"labels":[],"label_agreement":null},{"id":"W2023061705","doi":"10.1615/intjmultcompeng.v4.i5-6.80","title":"Computational Homogenization of Nonlinear Hydromechanical Coupling in Poroplasticity","year":2006,"lang":"en","type":"article","venue":"International Journal for Multiscale Computational Engineering","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ASTER","funders":"","keywords":"Homogenization (climate); Nonlinear system; Microscale chemistry; Micromechanics; Mechanics; Porous medium; Constitutive equation; Dissipative system; Galerkin method; Discretization; Computation; Dissipation; Classical mechanics; Materials science; Mathematical analysis; Mathematics; Finite element method; Physics; Geotechnical engineering; Porosity; Geology; Thermodynamics","score_opus":0.010546121006904897,"score_gpt":0.26344028906107614,"score_spread":0.25289416805417125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023061705","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.059357792,0.00004702642,0.93921655,0.00015336733,0.0009652403,0.00014231869,0.000020770465,0.00008138917,0.000015570586],"genre_scores_gemma":[0.5257039,0.0000012824875,0.47409385,0.000008962603,0.00013683317,0.0000079141155,0.00002790874,0.000014042725,0.000005327202],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99814534,0.00000787721,0.0007800074,0.0002374974,0.00059945555,0.0002298065],"domain_scores_gemma":[0.99836934,0.00068493915,0.00019647894,0.00009002419,0.00059078366,0.00006846276],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028683856,0.00016845141,0.00023031826,0.00040716512,0.000051428156,0.00008735854,0.0005783555,0.00006747194,0.000003969897],"category_scores_gemma":[0.00028442446,0.00018589366,0.00011910063,0.00024306717,0.00001950336,0.0004820099,0.000105179286,0.00020912189,0.0000025086706],"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":[0.000010058581,0.000105758176,0.00020206026,0.000021792268,0.00002468056,0.000012959334,0.000026848316,0.9294203,0.0004441093,0.06924267,0.000009384275,0.000479407],"study_design_scores_gemma":[0.0009073635,0.000028085307,0.0013539764,0.00011166832,0.0000042677502,0.00010353194,0.000003044791,0.9571799,0.00031679493,0.039771795,0.00005102176,0.00016855981],"about_ca_topic_score_codex":0.0000070697847,"about_ca_topic_score_gemma":0.0000017423854,"teacher_disagreement_score":0.46634609,"about_ca_system_score_codex":0.00018848602,"about_ca_system_score_gemma":0.00006426712,"threshold_uncertainty_score":0.75805235},"labels":[],"label_agreement":null},{"id":"W2028821831","doi":"10.1615/intjmultcompeng.v2.i1.90","title":"Asymptotic Homogenization Models for Smart Composite Plates with Rapidly Varying Thickness: Part I-Theory","year":2004,"lang":"en","type":"article","venue":"International Journal for Multiscale Computational Engineering","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":52,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Asymptotic homogenization; Homogenization (climate); Actuator; Materials science; Composite plate; Composite number; Magnetostriction; Plate theory; Piezoelectricity; Smart material; Thermal expansion; Composite material; Structural engineering; Finite element method; Computer science; Physics; Engineering","score_opus":0.01502049087358713,"score_gpt":0.2537625352602251,"score_spread":0.23874204438663793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028821831","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":[0.0024697587,0.0001358193,0.9947926,0.00045836688,0.001456689,0.00038355152,0.00002601664,0.00025350376,0.000023684172],"genre_scores_gemma":[0.33171043,0.000006392508,0.6677826,0.00008182673,0.00024705063,0.000073507224,0.000038914706,0.00004150299,0.00001776433],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99826556,0.000011968647,0.00051309296,0.00033477115,0.00053659687,0.00033802338],"domain_scores_gemma":[0.99786514,0.0008443182,0.00017450268,0.0001445198,0.0008228653,0.00014867767],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003660383,0.00025920107,0.00023796188,0.00027880908,0.0002093492,0.00031030749,0.0007316209,0.00007171925,0.0000018327588],"category_scores_gemma":[0.000190273,0.00024739013,0.00014786168,0.00016150273,0.000026553562,0.0012258061,0.00008882089,0.00021796158,0.0000030587382],"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":[0.00004237049,0.00005102691,0.0000047803333,0.00003876126,0.00013843109,0.000009802609,0.00020892138,0.7974528,0.00030402353,0.19963846,0.0000057705606,0.0021048354],"study_design_scores_gemma":[0.0016593477,0.00006277399,0.000021750859,0.00029778812,0.00001735436,0.00041271732,0.0000068223508,0.7830388,0.00036388557,0.21377483,0.000095355186,0.00024857934],"about_ca_topic_score_codex":0.0000010554842,"about_ca_topic_score_gemma":3.9264154e-7,"teacher_disagreement_score":0.32924068,"about_ca_system_score_codex":0.00026211704,"about_ca_system_score_gemma":0.000090408794,"threshold_uncertainty_score":0.99999785},"labels":[],"label_agreement":null},{"id":"W2031085148","doi":"10.1615/intjmultcompeng.v2.i1.100","title":"Asymptotic Homogenization Models for Smart Composite Plates with Rapidly Varying Thickness: Part II-Applications","year":2004,"lang":"en","type":"article","venue":"International Journal for Multiscale Computational Engineering","topic":"Composite Structure Analysis and Optimization","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Orthotropic material; Homogenization (climate); Materials science; Asymptotic homogenization; Composite laminates; Composite material; Composite number; Thermal expansion; Representative elementary volume; Structural engineering; Finite element method; Microstructure; Engineering","score_opus":0.0071658351993011595,"score_gpt":0.22311670609828377,"score_spread":0.2159508708989826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2031085148","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0109621985,0.00028179056,0.9868119,0.00027331655,0.0008012129,0.0004889248,0.00011600602,0.00020268495,0.00006196356],"genre_scores_gemma":[0.7030248,0.0000451534,0.29535234,0.000053734933,0.0005692046,0.00016378569,0.0006994111,0.00006842341,0.000023180603],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986628,0.0000059647828,0.00048230094,0.00022773654,0.00037458658,0.00024660575],"domain_scores_gemma":[0.99874073,0.00017102319,0.00011861775,0.00009435435,0.0007613263,0.00011396341],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012090637,0.00024824217,0.0002279262,0.0003282927,0.0003370108,0.00021538284,0.0002802206,0.00007897347,0.000008872501],"category_scores_gemma":[0.000017626468,0.00024547242,0.00017290638,0.00020947962,0.00002040115,0.0005299741,0.000029538078,0.00017271022,0.000001763492],"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":[0.000043884378,0.000038140963,0.00004640866,0.000038095917,0.0004267937,0.0000027363124,0.00018444714,0.9891046,0.0006909922,0.0068529905,0.0000502718,0.002520633],"study_design_scores_gemma":[0.0019036995,0.000056107892,0.00016697287,0.00013348807,0.000089252986,0.00020237354,0.000012262596,0.9858809,0.0005257863,0.008964692,0.0017635078,0.0003009654],"about_ca_topic_score_codex":0.000004093462,"about_ca_topic_score_gemma":0.0000059402123,"teacher_disagreement_score":0.69206256,"about_ca_system_score_codex":0.0002902122,"about_ca_system_score_gemma":0.000048350143,"threshold_uncertainty_score":0.99999976},"labels":[],"label_agreement":null},{"id":"W2034652019","doi":"10.1615/intjmultcompeng.v1.i23.30","title":"A Procedure for Modeling Multibody Systems Using Subsystem Models","year":2003,"lang":"en","type":"article","venue":"International Journal for Multiscale Computational Engineering","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Mechatronics; Multibody system; Computer science; Control engineering; Graph; Process (computing); Topology (electrical circuits); Graph theory; Systems modeling; Control theory (sociology); Engineering; Theoretical computer science; Mathematics; Artificial intelligence; Control (management)","score_opus":0.03258428338627718,"score_gpt":0.2823251223461564,"score_spread":0.24974083895987925,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2034652019","genre_codex":"methods","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":[0.044793338,0.0007020559,0.9487166,0.000019665356,0.004574846,0.00080328056,0.00007272251,0.00021175764,0.000105742896],"genre_scores_gemma":[0.9626853,0.000009110286,0.036237985,0.000012227226,0.0007007661,0.00014706272,0.000057539237,0.00009804745,0.00005195572],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99815387,0.000022491295,0.00077108806,0.00022719041,0.00047546093,0.00034989792],"domain_scores_gemma":[0.99851656,0.0002535623,0.00012071792,0.00008876835,0.00085474964,0.00016563253],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004066486,0.00027735025,0.00031683448,0.0003175176,0.00015065754,0.0004543543,0.00025388921,0.00011900324,0.000004070928],"category_scores_gemma":[0.00012708046,0.00029192978,0.0002511435,0.00009890418,0.000007678375,0.0007463101,0.000010739939,0.00017271691,0.000003040982],"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":[0.000027151487,0.000020647658,0.00002519604,0.00013823422,0.00027860992,0.0000036620063,0.00012142763,0.98986095,0.0012472485,0.007960532,0.000054459637,0.00026190444],"study_design_scores_gemma":[0.0021913892,0.000018546358,0.000010939344,0.00022539587,0.000028470482,0.00036337986,0.00013276646,0.9949079,0.00004230304,0.0008763469,0.0008877381,0.00031478013],"about_ca_topic_score_codex":0.000008846169,"about_ca_topic_score_gemma":0.0000012300295,"teacher_disagreement_score":0.917892,"about_ca_system_score_codex":0.00037738547,"about_ca_system_score_gemma":0.00007064089,"threshold_uncertainty_score":0.99995327},"labels":[],"label_agreement":null},{"id":"W2083753513","doi":"10.1615/intjmultcompeng.v9.i1.40","title":"THERMODYNAMICS: A STRUCTURE EMERGING IN THESTUDY OF RELATIONS AMONG DIFFERENT SCALES","year":2011,"lang":"en","type":"article","venue":"International Journal for Multiscale Computational Engineering","topic":"Phase Equilibria and Thermodynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Statistical physics; Rheology; sort; Extension (predicate logic); Thermodynamics; Complex fluid; Mathematics; Physics; Computer science","score_opus":0.010555369149317715,"score_gpt":0.2354724200542019,"score_spread":0.2249170509048842,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083753513","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":[0.75238013,0.00006715658,0.24613045,0.000011989609,0.0010086189,0.00012692933,0.00007534438,0.00005364737,0.00014574682],"genre_scores_gemma":[0.99028045,0.000010451605,0.009473566,0.0000035668563,0.00012002911,0.000013640545,0.000045937977,0.000043044263,0.000009300574],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989585,0.000011923876,0.00047052835,0.00011792828,0.00025863276,0.00018247035],"domain_scores_gemma":[0.9994869,0.00014465187,0.00008768116,0.0000698233,0.0001447615,0.00006614008],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000885244,0.00017212263,0.00019094834,0.0003638517,0.000032599844,0.000026546879,0.00029389374,0.00006690636,0.00003664255],"category_scores_gemma":[0.000041671155,0.00016838346,0.000121621495,0.00009818924,0.000027230331,0.00026030611,0.000032243446,0.00023269854,8.6410483e-7],"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":[0.000025778825,0.000058102934,0.014895707,0.000017760376,0.00018929002,0.0000101449405,0.0008849006,0.97569627,0.0029316586,0.0032595303,0.0000054962998,0.002025365],"study_design_scores_gemma":[0.00067164993,0.000017188333,0.18072605,0.00008368548,0.0000097531965,0.0000321934,0.000048169197,0.8112072,0.00028033365,0.0067775385,0.000009881447,0.00013638975],"about_ca_topic_score_codex":0.000010079212,"about_ca_topic_score_gemma":0.000052379888,"teacher_disagreement_score":0.23790035,"about_ca_system_score_codex":0.00015586472,"about_ca_system_score_gemma":0.000013265892,"threshold_uncertainty_score":0.68664783},"labels":[],"label_agreement":null},{"id":"W2095133525","doi":"10.1615/intjmultcompeng.v1.i23.110","title":"A Robust Simulation Algorithm for Conservative Linear Mechanical Systems","year":2003,"lang":"en","type":"article","venue":"International Journal for Multiscale Computational Engineering","topic":"Numerical methods for differential equations","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Algorithm; State (computer science); State-transition matrix; Control theory (sociology); State space; Rotation (mathematics); Matrix (chemical analysis); Instant; Computer simulation; Computer science; Mechanical system; Zero (linguistics); Mathematics; Symmetric matrix; Physics; Simulation; Control (management); Artificial intelligence","score_opus":0.13876461039372823,"score_gpt":0.3988886989724252,"score_spread":0.26012408857869695,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2095133525","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":[0.0037617022,0.00003615178,0.9914224,0.00009159497,0.0036571743,0.000710822,0.00023384915,0.000077473305,0.000008789807],"genre_scores_gemma":[0.06816283,0.0000016280785,0.93089503,0.000029782637,0.0005728862,0.00011530251,0.00006063518,0.000059231163,0.00010264713],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981978,0.000080411366,0.0006996048,0.00023975683,0.00051824254,0.00026421735],"domain_scores_gemma":[0.9938928,0.004153128,0.00029891948,0.00008388924,0.0014211754,0.00015007511],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00064056384,0.00021060526,0.00029856618,0.00021957014,0.0001758618,0.00012299804,0.00024625155,0.00010626833,0.000020494266],"category_scores_gemma":[0.0032233486,0.00021506996,0.00027069508,0.00012035077,0.000022207423,0.0002364791,0.000024976069,0.00020639793,0.0000025698332],"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":[0.000027287939,0.000107985834,0.000011400358,0.000024258277,0.0002713683,0.000002652146,0.000048598085,0.92873925,0.00021520157,0.06647581,0.000044716293,0.0040315],"study_design_scores_gemma":[0.001541454,0.00006764292,0.000026119247,0.00007130939,0.00005418613,0.000091431735,0.000036224945,0.8776644,0.00014514176,0.11831444,0.001781053,0.00020662435],"about_ca_topic_score_codex":0.0000058809524,"about_ca_topic_score_gemma":7.358512e-7,"teacher_disagreement_score":0.06440113,"about_ca_system_score_codex":0.00027434953,"about_ca_system_score_gemma":0.00009223821,"threshold_uncertainty_score":0.87702984},"labels":[],"label_agreement":null},{"id":"W2165349705","doi":"10.1615/intjmultcompeng.v4.i3.40","title":"Multiscale Finite Element Modelling of Pattern Formation in Magnetostrictive Composite Thin Film","year":2006,"lang":"en","type":"article","venue":"International Journal for Multiscale Computational Engineering","topic":"Magnetic Properties and Applications","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Homogenization (climate); Magnetostriction; Micromagnetics; Materials science; Finite element method; Multiscale modeling; Discretization; Mechanics; Permalloy; Constitutive equation; Mathematical analysis; Physics; Magnetic field; Magnetization; Mathematics; Thermodynamics","score_opus":0.015978551862267334,"score_gpt":0.23927379163443127,"score_spread":0.22329523977216392,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2165349705","genre_codex":"methods","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":[0.26294562,0.00008950015,0.735923,0.00026158494,0.00036464262,0.00019898555,0.00014349935,0.000020266878,0.000052903088],"genre_scores_gemma":[0.9156195,0.000010097603,0.083896406,0.000029102128,0.00018978216,0.00005313132,0.00012789517,0.00001476463,0.00005932679],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99855304,0.000017550903,0.0006696965,0.00016020391,0.00040759298,0.00019191098],"domain_scores_gemma":[0.99906087,0.00023709344,0.00022671018,0.000064178435,0.00036600247,0.000045122684],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020702743,0.00013169354,0.0001575549,0.00021595026,0.00007478278,0.000088617184,0.00028083025,0.00004253499,0.00007157691],"category_scores_gemma":[0.000026578675,0.00012967807,0.00008756737,0.00008715774,0.000023977194,0.00030441003,0.000055401808,0.000120417455,0.000008566489],"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":[0.00003175029,0.0001005897,0.00022472566,0.000021941956,0.000008769191,0.0000038594626,0.00016200259,0.9798661,0.016750235,0.0007693472,0.000084230254,0.0019764388],"study_design_scores_gemma":[0.0010879207,0.000040691364,0.002648211,0.00009266412,0.000007070006,0.000038782448,0.000034297005,0.98347545,0.010488238,0.0015395858,0.00041214676,0.0001349632],"about_ca_topic_score_codex":0.00021047708,"about_ca_topic_score_gemma":0.00002102017,"teacher_disagreement_score":0.65267384,"about_ca_system_score_codex":0.00013559007,"about_ca_system_score_gemma":0.000020587988,"threshold_uncertainty_score":0.5288118},"labels":[],"label_agreement":null},{"id":"W2518598424","doi":"10.1615/intjmultcompeng.2016016951","title":"MULTISCALE MODEL FOR DAMAGE-FLUID FLOW IN FRACTURED POROUS MEDIA","year":2016,"lang":"en","type":"article","venue":"International Journal for Multiscale Computational Engineering","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Homogenization (climate); Microscale chemistry; Porous medium; Classification of discontinuities; Representative elementary volume; Mechanics; Fluid dynamics; Poromechanics; Materials science; Mixture theory; Porosity; Statistical physics; Geology; Geotechnical engineering; Finite element method; Physics; Mathematics; Mathematical analysis; Thermodynamics; Mixture model","score_opus":0.020410720442655184,"score_gpt":0.28675595864187037,"score_spread":0.2663452381992152,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2518598424","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":[0.005240212,0.00007355051,0.9907632,0.001473826,0.0018976346,0.00030182247,0.00008481772,0.00015781717,0.000007126517],"genre_scores_gemma":[0.3963996,0.000006503401,0.6031282,0.000059599322,0.000248937,0.00007086902,0.000012450864,0.000031325977,0.000042528238],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980502,0.0000099021945,0.00064202375,0.0003632825,0.00053207116,0.00040248333],"domain_scores_gemma":[0.9973613,0.0016025254,0.00013310448,0.00022443951,0.0005100858,0.00016854194],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035502232,0.00024782124,0.0002598477,0.00036915235,0.000072768365,0.00013495234,0.0012790012,0.00009627689,0.0000043060695],"category_scores_gemma":[0.0015009608,0.0002072789,0.00016952705,0.00010992649,0.000021736956,0.0009034046,0.00018716014,0.00018389779,0.0000051668635],"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":[0.000025929816,0.000056759585,0.00001933476,0.000016481146,0.00003963585,0.000012308031,0.00032653622,0.9677716,0.001685269,0.013300982,0.00012176362,0.016623413],"study_design_scores_gemma":[0.0020722512,0.000022361593,0.0003531127,0.00018752905,0.0000046803907,0.000072571755,0.0000033098704,0.93961006,0.000310736,0.0568708,0.00022397107,0.00026859224],"about_ca_topic_score_codex":0.0000010189741,"about_ca_topic_score_gemma":0.0000030903345,"teacher_disagreement_score":0.3911594,"about_ca_system_score_codex":0.00031937356,"about_ca_system_score_gemma":0.00006776819,"threshold_uncertainty_score":0.8452589},"labels":[],"label_agreement":null},{"id":"W4367282146","doi":"10.1615/intjmultcompeng.2023047907","title":"COMPLETE AND SEMI-COMPLETE EXPLICIT ALGORITHMS OF A UNIFIED CRITICAL STATE MODEL FOR OVER-CONSOLIDATED SOILS","year":2023,"lang":"en","type":"article","venue":"International Journal for Multiscale Computational Engineering","topic":"Grouting, Rheology, and Soil Mechanics","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ministry of Transportation of Ontario","funders":"","keywords":"Consolidation (business); Algorithm; Convergence (economics); Nonlinear system; Rate of convergence; Computer science; Implementation; Mathematics","score_opus":0.0382168864610338,"score_gpt":0.3042888555595848,"score_spread":0.266071969098551,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4367282146","genre_codex":"methods","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":[0.15354143,0.00006804627,0.843536,0.00013866553,0.0013001291,0.00019816673,0.0010240704,0.00017949496,0.00001400108],"genre_scores_gemma":[0.9475894,0.00004049185,0.05171471,0.000039699757,0.00020123442,0.00005233972,0.00025099673,0.00006290265,0.000048245318],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99856126,0.00001110514,0.0005653552,0.00019865502,0.00031487487,0.0003487649],"domain_scores_gemma":[0.99836016,0.00086839055,0.00008244054,0.00007231742,0.00047523997,0.00014143874],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029020695,0.00021144302,0.00029215834,0.0003596558,0.0000984741,0.00007585543,0.00024866272,0.0000818531,0.000004343649],"category_scores_gemma":[0.00025804676,0.00023808409,0.00014432795,0.00012071584,0.000037537047,0.00019204768,0.00006005232,0.00020086867,0.0000024756614],"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":[0.000038783117,0.000017242475,0.000026996164,0.00009896179,0.00018802987,0.000008667333,0.00042603075,0.97548115,0.0056698285,0.016401317,0.00023973631,0.0014032291],"study_design_scores_gemma":[0.001398595,0.000043330474,0.0006633852,0.00009212042,0.000021472928,0.00009847995,0.000050034185,0.9781556,0.00024124511,0.018741144,0.00026787256,0.00022668205],"about_ca_topic_score_codex":0.0000048677766,"about_ca_topic_score_gemma":0.000003242222,"teacher_disagreement_score":0.79404795,"about_ca_system_score_codex":0.000086369415,"about_ca_system_score_gemma":0.000034514887,"threshold_uncertainty_score":0.9708787},"labels":[],"label_agreement":null},{"id":"W4389890585","doi":"10.1615/intjmultcompeng.2023049905","title":"NUMERICAL METHODS OF HYDRO-DYNAMIC COUPLING IN SATURATED SOIL AND ITS APPLICATION TO RAILWAY ENGINEERING","year":2023,"lang":"en","type":"article","venue":"International Journal for Multiscale Computational Engineering","topic":"Railway Engineering and Dynamics","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Subgrade; Geotechnical engineering; Pore water pressure; Vibration; Permeability (electromagnetism); Coupling (piping); Displacement (psychology); Track (disk drive); Drainage; Geology; Materials science; Engineering; Composite material","score_opus":0.009584836157272727,"score_gpt":0.298980503049859,"score_spread":0.2893956668925863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389890585","genre_codex":"methods","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":[0.3068579,0.0002786514,0.6913158,0.00009026031,0.0010470705,0.00015908806,0.000037462192,0.0002083187,0.000005402415],"genre_scores_gemma":[0.92417073,0.00007312701,0.07536342,0.000009171439,0.00012574463,0.000058272322,0.000112778434,0.00006960383,0.000017143657],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99864036,0.00000806269,0.00054964377,0.00021055498,0.00029551017,0.00029585382],"domain_scores_gemma":[0.9989932,0.00046639564,0.000055355278,0.000075445074,0.00025940742,0.00015017347],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003940407,0.00021588699,0.00028041058,0.00072931143,0.00003308728,0.000058538106,0.00022539897,0.00009710654,0.0000023933214],"category_scores_gemma":[0.00028664005,0.0002566055,0.00009143958,0.00054250495,0.0000066853363,0.00017516647,0.0000451218,0.00027802726,0.0000046620007],"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":[0.000011929665,0.000013038798,0.00009188277,0.00008509039,0.000087394365,0.000010229645,0.00012567652,0.9561808,0.039575867,0.0004170331,0.000015666063,0.0033854085],"study_design_scores_gemma":[0.00057280733,0.00001803028,0.0067686774,0.00015706748,0.000007612901,0.00007360826,0.000018143752,0.9895006,0.00220852,0.00008922731,0.0003420041,0.00024373076],"about_ca_topic_score_codex":0.000003695749,"about_ca_topic_score_gemma":0.0000018863087,"teacher_disagreement_score":0.61731285,"about_ca_system_score_codex":0.00019324104,"about_ca_system_score_gemma":0.000025079586,"threshold_uncertainty_score":0.9999886},"labels":[],"label_agreement":null},{"id":"W4406198808","doi":"10.1615/intjmultcompeng.2024055196","title":"PARKINSONâS DISEASE CLASSIFICATION USING HYBRID NAMIB SQUIRREL SEARCH WATER ALGORITHM-BASED DEEP LEARNING APPROACH","year":2025,"lang":"en","type":"article","venue":"International Journal for Multiscale Computational Engineering","topic":"Brain Tumor Detection and Classification","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Artificial intelligence; Algorithm; Computer science; Parkinson's disease; Machine learning; Disease; Medicine","score_opus":0.03938634800870254,"score_gpt":0.31126885351344663,"score_spread":0.2718825055047441,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406198808","genre_codex":"methods","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":[0.05662019,0.000038100137,0.9400578,0.0008254436,0.0019005687,0.000286091,0.000043884425,0.00013942008,0.00008849042],"genre_scores_gemma":[0.95668375,0.000007639546,0.042163182,0.00027144077,0.00033943146,0.000060477618,0.0001775146,0.00003658837,0.00025994997],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979998,0.000099981844,0.00048097255,0.0004304601,0.0006678637,0.00032092127],"domain_scores_gemma":[0.9987628,0.00038043133,0.000119391545,0.0001087246,0.0004583281,0.0001703333],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038164126,0.00020761677,0.00015407556,0.0005758577,0.0004440767,0.00035952323,0.00042425818,0.00005384362,0.000025394433],"category_scores_gemma":[0.00041929842,0.00019727787,0.0001926402,0.0001973881,0.000063670486,0.0003359357,0.000057494886,0.00043717475,0.000012593],"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":[0.00009157009,0.0001248975,0.00014975083,0.000028776949,0.000031298747,0.000012655602,0.000050892668,0.9348563,0.038321294,0.0019051536,0.000030333873,0.0243971],"study_design_scores_gemma":[0.0011661876,0.000018100181,0.0027589626,0.00005980437,0.000019240882,0.000088420486,0.00003559469,0.97824013,0.0127599435,0.000598706,0.0040474604,0.00020746811],"about_ca_topic_score_codex":0.0000035369874,"about_ca_topic_score_gemma":1.6300356e-7,"teacher_disagreement_score":0.9000636,"about_ca_system_score_codex":0.00044994516,"about_ca_system_score_gemma":0.00011575494,"threshold_uncertainty_score":0.8044758},"labels":[],"label_agreement":null}]}