{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":10,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":10,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"query_hash":"1f355402f82a","filters":{"venue":"International Review on Modelling and Simulations (IREMOS)"}},"results":[{"id":"W2626551042","doi":"10.15866/iremos.v10i2.11412","title":"Homology Modeling: an Overview of Fundamentals and Tools","year":2017,"lang":"en","type":"article","venue":"International Review on Modelling and Simulations (IREMOS)","topic":"Protein Structure and Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":28,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Homology modeling; Computer science; Computational biology; Homology (biology); Protein structure prediction; Protein structure; Biology; Amino acid; Genetics","retraction":null,"screen_n_in":null,"score":{"opus":0.1232166499307338,"gpt":0.3902198246120674,"spread":0.2670031746813336,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001513858,0.0001051229,0.0001672191,0.00002989857,0.0001482663,0.00006149689,0.0001817688,0.00006903412,0.00001030174],"category_scores_gemma":[0.00009516686,0.00009413017,0.00004596101,0.0000132835,0.00006173659,0.00002590455,0.00007994842,0.00005829234,8.235997e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006316694,"about_ca_system_score_gemma":0.00002015518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002869705,"about_ca_topic_score_gemma":0.000009658112,"domain_scores_codex":[0.9993109,0.00002997188,0.0002331809,0.0002363905,0.0001094055,0.00008015607],"domain_scores_gemma":[0.9993297,0.00001871601,0.0001478033,0.0003371034,0.0001193135,0.00004737737],"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":[0.00009917972,0.0001091015,0.002172482,0.0004821655,0.0001579406,0.00000297363,0.00005407171,0.8866923,0.003816359,0.02730644,0.00002545723,0.07908152],"study_design_scores_gemma":[0.0002966765,0.0001053406,0.0002953624,0.0003919826,0.00003529438,0.0000138136,0.000005417897,0.9898222,0.0002990152,0.005890521,0.002705304,0.0001390632],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9027804,0.02731287,0.0679865,0.0004937667,0.0001255551,0.0002656451,0.00009389452,0.000007065593,0.0009343066],"genre_scores_gemma":[0.954538,0.04190028,0.002838688,0.0004203425,0.00006712791,0.000005161613,0.0001413169,0.00000904124,0.00008003369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1031299,"threshold_uncertainty_score":0.3838517,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2810094320","doi":"10.15866/iremos.v11i2.13619","title":"Experimental Study and Numerical Investigation of the Phenomena Occurring During Long Duration Cold Spray Deposition","year":2018,"lang":"en","type":"article","venue":"International Review on Modelling and Simulations (IREMOS)","topic":"High-Temperature Coating Behaviors","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Gas dynamic cold spray; Nozzle; Deposition (geology); Materials science; Spray nozzle; Mechanics; Shock wave; Aluminium; Shock (circulatory); Composite material; Mechanical engineering; Metallurgy; Engineering; Physics; Coating; Geology","retraction":null,"screen_n_in":null,"score":{"opus":0.02525156436561475,"gpt":0.2864599395740972,"spread":0.2612083752084824,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001461132,0.0001386113,0.0001514194,0.00007701886,0.0001994747,0.00005257056,0.00009591469,0.00003880675,0.00001113436],"category_scores_gemma":[0.00003211096,0.0001170548,0.00003328616,0.0001695162,0.00004956463,0.0001917254,0.0000329484,0.0001306217,0.000002738749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008296339,"about_ca_system_score_gemma":0.00000983197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009627126,"about_ca_topic_score_gemma":0.000003874914,"domain_scores_codex":[0.9989873,0.00006162705,0.0003914043,0.0001940669,0.0002732581,0.00009237256],"domain_scores_gemma":[0.9995144,0.00006596954,0.0001020862,0.0001536008,0.0001189791,0.00004493593],"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":[0.00002123321,0.0001767459,0.05835477,0.0003180676,0.00008701921,0.000002287911,0.003034856,0.8237275,0.1132644,0.0006293059,0.00001422882,0.0003695526],"study_design_scores_gemma":[0.0006912726,0.0001434835,0.0252343,0.002309777,0.0001040567,0.00001248542,0.00009225016,0.8737769,0.09724583,0.00002875963,0.00004868672,0.0003121762],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882335,0.0007599535,0.01018042,0.00004796718,0.0002357441,0.0004326816,0.000007696262,0.00005665865,0.00004536318],"genre_scores_gemma":[0.9990752,0.00009055491,0.0005955095,0.00005026557,0.0001237447,0.00002001262,0.00001113981,0.00001889898,0.00001468556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05004935,"threshold_uncertainty_score":0.4773356,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2517391189","doi":"10.15866/iremos.v9i3.8703","title":"Analytical Modelling of Elastic-Plastic Interference Fit Joints","year":2016,"lang":"en","type":"article","venue":"International Review on Modelling and Simulations (IREMOS)","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":14,"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":"Interference fit; Interference (communication); Materials science; Structural engineering; Forensic engineering; Mechanical engineering; Computer science; Engineering; Composite material; Telecommunications","retraction":null,"screen_n_in":null,"score":{"opus":0.08454760972175297,"gpt":0.3063907494148784,"spread":0.2218431396931255,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001426579,0.0001726301,0.0002887597,0.0001333063,0.0000366363,0.00002222164,0.0002055475,0.0000581214,0.0002174592],"category_scores_gemma":[0.0001542158,0.000128347,0.00008779953,0.0001110846,0.00003650243,0.0001343178,0.00003532745,0.0001294761,0.00005970667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005347513,"about_ca_system_score_gemma":0.00001154409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000287572,"about_ca_topic_score_gemma":5.796434e-7,"domain_scores_codex":[0.9987428,0.00002641373,0.0005453927,0.0002262289,0.0003069559,0.0001521944],"domain_scores_gemma":[0.9985419,0.0008942443,0.00007414754,0.000207977,0.0001847297,0.00009699658],"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":[0.00001051444,0.00002811556,0.0001158937,0.0001233887,0.00003285786,0.000001188028,0.000009455271,0.9885806,0.0002705289,0.005795166,0.00003065527,0.005001676],"study_design_scores_gemma":[0.0001811612,0.00003282318,0.00002535635,0.003515265,0.00006031634,0.000003206815,8.334665e-7,0.9933944,0.0004283598,0.001773543,0.0004392494,0.0001455233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1360539,0.001002279,0.8617686,0.0001808844,0.0002324126,0.0001174804,0.00004045856,0.00006999583,0.0005339709],"genre_scores_gemma":[0.9914603,0.003737054,0.004569459,0.00004331204,0.000048922,0.000006079219,0.000008705082,0.00002180743,0.0001043946],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8571991,"threshold_uncertainty_score":0.5233838,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2281959499","doi":"10.15866/iremos.v6i1.2311","title":"A New State-Space Nonlinear Control Approach of a Doubly Fed Induction Motor Using Variable Gain PI and Fuzzy Logic Controllers","year":2013,"lang":"en","type":"article","venue":"International Review on Modelling and Simulations (IREMOS)","topic":"Multilevel Inverters and Converters","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Control theory (sociology); Decoupling (probability); Fuzzy logic; Induction motor; Multivariable calculus; Nonlinear system; State variable; Vector control; Control engineering; Rotating reference frame; Engineering; Computer science; Control (management); Physics; Voltage; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.03783457714528757,"gpt":0.257295357177503,"spread":0.2194607800322154,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001578022,0.0001857923,0.0003356867,0.0001276056,0.00006586243,0.00006533204,0.00009570743,0.00006591955,0.00005127359],"category_scores_gemma":[0.00003137614,0.0001656429,0.00006014658,0.00011227,0.00002759695,0.0002388974,0.0000134649,0.0001426478,0.000005128009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005892518,"about_ca_system_score_gemma":0.00003095314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003299819,"about_ca_topic_score_gemma":0.00000130515,"domain_scores_codex":[0.9989717,0.00003742364,0.0004064803,0.000222011,0.0002085122,0.0001538869],"domain_scores_gemma":[0.9993714,0.0001076463,0.0001121536,0.0001379075,0.0001686862,0.0001021927],"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":[0.00002856117,0.00002306694,0.00006598338,0.0001925206,0.000102818,2.887903e-7,0.00008509211,0.9850094,0.000476125,0.0006545207,0.00008640171,0.0132752],"study_design_scores_gemma":[0.001087329,0.00002630684,0.00002870177,0.0004544502,0.00005431892,0.000004081097,0.00001923266,0.996551,0.00001700433,0.001094431,0.0005062004,0.0001569736],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03613153,0.002693311,0.959373,0.0002105889,0.0001973001,0.0006536933,0.0000424132,0.00005183726,0.0006463074],"genre_scores_gemma":[0.9538619,0.002128507,0.04330251,0.0003394918,0.00007234999,0.00001835358,0.0000278482,0.0000248929,0.0002241788],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9177303,"threshold_uncertainty_score":0.6754721,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2044313983","doi":"10.15866/iremos.v8i1.5141","title":"Numerical Modeling of the Phenomenon of Crystallization of Incompressible Fluid Flows into Rigid Pipes. Application to Polymer Melts","year":2015,"lang":"en","type":"article","venue":"International Review on Modelling and Simulations (IREMOS)","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Crystallization; Compressibility; Materials science; Mechanics; Polymer; Mold; Thermodynamics; Composite material; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.03115962922733503,"gpt":0.2744963990008502,"spread":0.2433367697735151,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001733033,0.0001144778,0.0002252092,0.0001235898,0.00003619005,0.000007399337,0.0002402559,0.00004804558,0.000005362012],"category_scores_gemma":[0.0001008757,0.00009186783,0.00005451401,0.0002101067,0.00002725472,0.00007102805,0.00006113276,0.00008883173,0.00000172801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004473699,"about_ca_system_score_gemma":0.00001757479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006826652,"about_ca_topic_score_gemma":0.000002091747,"domain_scores_codex":[0.999011,0.00002602064,0.0004582771,0.0001484323,0.0002784005,0.00007782663],"domain_scores_gemma":[0.9992617,0.00008241885,0.0001311761,0.0002516413,0.0002381919,0.00003480837],"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":[0.000008042414,0.00002366988,0.0000486788,0.0002067056,0.00002355781,2.876576e-8,0.0001555639,0.9888275,0.0006172929,0.001584,0.00001508913,0.008489873],"study_design_scores_gemma":[0.0001105525,0.00001750819,0.00001367386,0.0008414178,0.00001976353,3.897448e-7,0.00001727945,0.9820586,0.01321866,0.003183692,0.0004379606,0.00008051334],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1790865,0.001948011,0.8176775,0.0001576511,0.00008214528,0.0002288296,0.00001893352,0.0000623065,0.0007381785],"genre_scores_gemma":[0.9926608,0.0006414307,0.006581154,0.00002895973,0.00002384043,0.00001269884,0.00002022838,0.00001484701,0.00001603089],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8135744,"threshold_uncertainty_score":0.3746262,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2537633214","doi":"10.15866/iremos.v9i4.9580","title":"Modeling, Simulation and Performance Comparison of Conventional Vehicle Against Three Configurations of Hybrid Vehicles","year":2016,"lang":"en","type":"article","venue":"International Review on Modelling and Simulations (IREMOS)","topic":"Electric and Hybrid Vehicle Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Powertrain; Automotive engineering; Hybrid vehicle; Battery (electricity); Hybrid system; Driving cycle; Engineering; Electric vehicle; Automotive industry; Internal combustion engine; Fuel efficiency; Computer science; Power (physics); Torque; Aerospace engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.04756320280181113,"gpt":0.2974458590839666,"spread":0.2498826562821554,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001330012,0.0001250293,0.0002507832,0.0001354278,0.00006821692,0.00001100274,0.0001082187,0.00003730311,0.00001467352],"category_scores_gemma":[0.0000598966,0.0001012594,0.00004878551,0.00009601122,0.00007122283,0.0001790735,0.00001919543,0.00009113563,0.000002993328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000285471,"about_ca_system_score_gemma":0.00001479641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004690728,"about_ca_topic_score_gemma":0.000001868316,"domain_scores_codex":[0.9989796,0.00001407744,0.0005187595,0.0001554679,0.000229582,0.0001024778],"domain_scores_gemma":[0.9992446,0.0002450297,0.0001091892,0.00013699,0.0002334046,0.00003081202],"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":[0.00001133087,0.00002667362,0.003192868,0.000177322,0.00003702861,1.535754e-7,0.000010756,0.9342092,0.0003352155,0.002632004,0.0000123344,0.05935515],"study_design_scores_gemma":[0.0003148027,0.00004397237,0.0003826252,0.0011428,0.00002723905,0.000001099549,0.000003463052,0.9949371,0.001552773,0.00130356,0.0001805497,0.0001100467],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7246247,0.003751931,0.270975,0.0001449235,0.00004032209,0.0001375245,0.00003965335,0.00006606091,0.0002199042],"genre_scores_gemma":[0.9901075,0.008851615,0.0009298081,0.00002501959,0.00002055701,0.000006779088,0.00002452254,0.00001328204,0.00002085703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2700452,"threshold_uncertainty_score":0.4129239,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2043576290","doi":"10.15866/iremos.v7i5.3803","title":"Accurate Average Model of PDM Dual Inverter","year":2014,"lang":"en","type":"article","venue":"International Review on Modelling and Simulations (IREMOS)","topic":"Microgrid Control and Optimization","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":"Université du Québec à Trois-Rivières","funders":"","keywords":"Dual (grammatical number); Inductance; Inverter; MATLAB; Power (physics); Control theory (sociology); Series (stratigraphy); Voltage; Computer science; Electronic engineering; Engineering; Electrical engineering; Physics; Control (management); Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.02451836838129686,"gpt":0.2472287530464055,"spread":0.2227103846651086,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001481311,0.0001219076,0.0001889078,0.0000843773,0.00004217875,0.00002466623,0.00008876059,0.00004340013,0.00004244323],"category_scores_gemma":[0.00003815472,0.0001114074,0.00005977272,0.00007270621,0.00001467472,0.0001391727,0.00001431843,0.00009333986,0.00001421966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000208833,"about_ca_system_score_gemma":0.000008206619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003832606,"about_ca_topic_score_gemma":0.000001442989,"domain_scores_codex":[0.9992379,0.00002202621,0.0003364818,0.0001394447,0.0001694985,0.00009466358],"domain_scores_gemma":[0.9995312,0.00009450557,0.00006396492,0.0001391677,0.0001294846,0.00004168758],"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":[0.000004508796,0.00001183393,0.00001456669,0.0001156528,0.00002503964,1.30863e-7,0.00003593114,0.9869884,0.00006542871,0.002130459,0.0001141353,0.0104939],"study_design_scores_gemma":[0.0002365713,0.000009212526,0.000006074855,0.0004195837,0.0000236019,0.000001108606,7.427494e-7,0.995215,0.00004952672,0.001278472,0.002651695,0.000108393],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01242674,0.002653402,0.9813277,0.0002419761,0.0001598893,0.0001526874,0.00003734427,0.00006929538,0.002931005],"genre_scores_gemma":[0.9836832,0.01173717,0.003875798,0.0004185952,0.00006723523,0.000005907305,0.00006216999,0.00001752704,0.0001324025],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9774519,"threshold_uncertainty_score":0.4543063,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1606057541","doi":"10.15866/iremos.v6i2.2414","title":"Successive and Parallel Optimization of Linear Actuator Behaviors","year":2013,"lang":"en","type":"article","venue":"International Review on Modelling and Simulations (IREMOS)","topic":"Iterative Learning Control Systems","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":"École de Technologie Supérieure","funders":"","keywords":"Actuator; Parameterized complexity; Control theory (sociology); Thrust; Finite element method; Computer science; Linear actuator; Control engineering; Optimization problem; Control (management); Engineering; Algorithm; Mechanical engineering; Structural engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.01679396555252598,"gpt":0.2710319972870871,"spread":0.2542380317345611,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009859182,0.0001218922,0.0002028038,0.00009337135,0.00005825999,0.00003954981,0.00007381402,0.00004592013,0.00008176448],"category_scores_gemma":[0.00007116366,0.0001093413,0.00003611038,0.00007615576,0.00002245219,0.0002138806,0.00001234315,0.0001050545,0.00001229906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002574553,"about_ca_system_score_gemma":0.000006880665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003581476,"about_ca_topic_score_gemma":0.000001104755,"domain_scores_codex":[0.9992282,0.00003691543,0.0003383294,0.0001413836,0.0001703509,0.00008485003],"domain_scores_gemma":[0.999347,0.0001877851,0.00009442445,0.0001021939,0.0002229474,0.00004568386],"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":[0.000002167474,0.00001023114,0.0004421383,0.0001222194,0.00002674477,2.348193e-7,0.0001037573,0.9964145,0.00004001923,0.0004506291,0.00002842413,0.002358884],"study_design_scores_gemma":[0.0002083076,0.00001608151,0.0001127615,0.0007680721,0.00002373044,0.000001562201,0.000007676295,0.9980634,0.00001323962,0.00007410954,0.0006122907,0.00009880876],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1645802,0.00512223,0.8284033,0.0003494775,0.0001877582,0.000556762,0.00002255267,0.00008156971,0.0006961214],"genre_scores_gemma":[0.9864174,0.002820766,0.01039288,0.00008358341,0.00005595604,0.00002552496,0.00004605403,0.00001891955,0.0001389511],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8218371,"threshold_uncertainty_score":0.4458809,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7148295532","doi":"10.15866/iremos.v18i6.27055","title":"Exploring Several Accident Risk Factors in Jordan Using Machine Learning","year":2025,"lang":"","type":"article","venue":"International Review on Modelling and Simulations (IREMOS)","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Support vector machine; Random forest; Accident (philosophy); Public security; Traffic accident; Key (lock); Poison control; Risk assessment","retraction":null,"screen_n_in":null,"score":{"opus":0.08983144485194255,"gpt":0.3091942803948162,"spread":0.2193628355428736,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005369152,0.0004587222,0.0005866621,0.0005892493,0.0004105816,0.0001268514,0.0002702937,0.0001225585,0.00009551597],"category_scores_gemma":[0.0002325647,0.0004589243,0.0002148925,0.0005834178,0.00003548313,0.0005231809,0.0001043244,0.00103587,0.00001326104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004498156,"about_ca_system_score_gemma":0.00006796715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007345981,"about_ca_topic_score_gemma":0.00007846324,"domain_scores_codex":[0.9973531,0.0001955021,0.001103697,0.0005501757,0.0004221709,0.0003753118],"domain_scores_gemma":[0.9986933,0.0005735256,0.0002169134,0.0002590248,0.0001445766,0.0001126651],"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":[0.00002355817,0.00006450343,0.02951271,0.0003646654,0.0001583276,0.000005012094,0.0004244031,0.9570658,0.00000232702,0.00132462,0.000003861542,0.01105018],"study_design_scores_gemma":[0.0005596503,0.00001847928,0.004038381,0.00801602,0.0001617321,0.000002470239,0.00006942723,0.9817879,0.00001744268,0.0002929142,0.004663025,0.0003725351],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8072711,0.02250964,0.1671304,0.0002665356,0.001403805,0.0004604388,0.00005124886,0.0001084621,0.0007983527],"genre_scores_gemma":[0.8539376,0.1433468,0.002129071,0.0000789917,0.0001032793,0.000009469917,0.00007062943,0.00004128261,0.0002828552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1650013,"threshold_uncertainty_score":0.9997863,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W814369806","doi":"10.15866/iremos.v6i3.2503","title":"Distributed Generation and Smart Grid Course for an Electrical Engineering Technology Program","year":2013,"lang":"en","type":"article","venue":"International Review on Modelling and Simulations (IREMOS)","topic":"Experimental Learning in Engineering","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":"McMaster University; Mohawk College","funders":"","keywords":"Smart grid; Grid; Distributed generation; Computer science; Work (physics); Systems engineering; Electrical engineering; Engineering; Engineering management; Mechanical engineering; Renewable energy","retraction":null,"screen_n_in":null,"score":{"opus":0.02265166705265783,"gpt":0.2938494078580936,"spread":0.2711977408054358,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000851873,0.0001569906,0.0001624872,0.0001154922,0.0000721527,0.00007365832,0.00008649728,0.00007608569,0.000009983656],"category_scores_gemma":[0.00004946149,0.000160083,0.00003073155,0.0001434544,0.0000154145,0.0001971409,0.00001339258,0.0001582153,0.000005253793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005939967,"about_ca_system_score_gemma":0.000005985615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003636927,"about_ca_topic_score_gemma":6.064607e-7,"domain_scores_codex":[0.9992527,0.000008505332,0.0002506633,0.0002032058,0.000119591,0.0001652926],"domain_scores_gemma":[0.9995946,0.00007720074,0.00003038018,0.000120616,0.0001064682,0.00007071042],"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":[0.000001102524,0.00003062951,0.0001588916,0.00007714132,0.00002916185,2.443834e-7,0.00001126212,0.9783159,0.0008699152,0.001343577,0.0001222525,0.01903989],"study_design_scores_gemma":[0.0001623737,0.00006966847,0.0001011925,0.0002210953,0.00002010476,0.000007324993,0.000002717208,0.9904378,0.0002198608,0.00007951666,0.008517026,0.0001612941],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3296946,0.008758705,0.658708,0.0004147977,0.0003949612,0.001157902,0.00004634899,0.0007432061,0.00008142187],"genre_scores_gemma":[0.9610809,0.001793505,0.03631471,0.0000464986,0.000156725,0.0002408416,0.0003150283,0.00003666847,0.00001512441],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6313863,"threshold_uncertainty_score":0.6527996,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}