{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":1,"predictions_cover":2,"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":"fd25822c499d","filters":{"venue":"2022 25th International Conference on Electrical Machines and Systems (ICEMS)"}},"results":[{"id":"W4312096574","doi":"10.1109/icems56177.2022.9982928","title":"Over Temperature Protection During Hill-hold and Low-Speed Conditions for Electric Vehicle Traction Inverter","year":2022,"lang":"en","type":"article","venue":"2022 25th International Conference on Electrical Machines and Systems (ICEMS)","topic":"Silicon Carbide Semiconductor 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 Windsor","funders":"","keywords":"Derating; Junction temperature; Traction (geology); Inverter; Traction motor; Automotive engineering; Control theory (sociology); Electric vehicle; Torque; Power (physics); Rotor (electric); Computer science; Electrical engineering; Engineering; Voltage; Mechanical engineering; Physics; Control (management)","authors":[{"name":"Philip Korta","is_ca":true},{"name":"K. Lakshmi Varaha Iyer","is_ca":false},{"name":"Animesh Kundu","is_ca":true},{"name":"Narayan C. Kar","is_ca":true},{"name":"Cameron Pickersgill","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02188496974249253,"gpt":0.2512974956679973,"spread":0.2294125259255048,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000110145,0.0001887332,0.0002592391,0.0001254677,0.0002574192,0.0002766718,0.0002624437,0.0001877079,0.001213298],"category_scores_gemma":[0.0002318789,0.0000969753,0.0001940802,0.0001217416,0.0001999429,0.0003090061,0.0001469802,0.0001766718,0.0001299204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003643401,"about_ca_system_score_gemma":0.0002288686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002601829,"about_ca_topic_score_gemma":0.005465305,"domain_scores_codex":[0.9999242,0.000007487909,0.000002568971,0.00001704903,0.0000303451,0.00001823512],"domain_scores_gemma":[0.9999198,0.00002970105,0.00001930492,0.000009951833,0.00001772175,0.000003446406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001184342,0.0001799969,0.02039753,0.0003537323,0.00004156529,0.000497838,0.0006732075,0.1189181,0.7905623,0.001491701,0.0009572889,0.06474238],"study_design_scores_gemma":[0.00002381755,0.0008598879,0.03497202,0.00002824879,0.00004782052,0.0001970398,0.0003878735,0.6195617,0.3410452,0.0007207526,0.002128227,0.00002734764],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9603898,0.0001562811,0.03700295,0.00004821135,0.00001055006,0.00001994401,0.0000949341,0.0001907607,0.002086492],"genre_scores_gemma":[0.9993281,0.00002159301,0.0003679119,0.000001940241,8.091585e-7,0.000003479654,0.00001813319,0.000007363632,0.0002505709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002601829,"threshold_uncertainty_score":0.005173326,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"simulation_or_modeling","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"split"},{"id":"W4312096262","doi":"10.1109/icems56177.2022.9983451","title":"Electric Powertrain Efficiency Improvement for Autonomous Vehicles Using Genetic Algorithms for Optimized Speed Profile Creation","year":2022,"lang":"en","type":"article","venue":"2022 25th International Conference on Electrical Machines and Systems (ICEMS)","topic":"Electric Vehicles and Infrastructure","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 Windsor","funders":"","keywords":"Jerk; Acceleration; Powertrain; Control theory (sociology); Electric motor; Genetic algorithm; Electric vehicle; Automotive engineering; Computer science; Constant (computer programming); Engineering; Simulation; Torque; Power (physics); Physics; Electrical engineering; Artificial intelligence","authors":[{"name":"Claudio Hartkopf Lopes Filho","is_ca":true},{"name":"Marco Veliz Castro","is_ca":true},{"name":"Ze Li","is_ca":true},{"name":"Jimi Tjong","is_ca":true},{"name":"Narayan C. Kar","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02148945276287196,"gpt":0.2712809439007555,"spread":0.2497914911378835,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002170668,0.0004529752,0.0003098288,0.0006007127,0.0002320545,0.0004106768,0.0004196801,0.0002861769,0.0006233429],"category_scores_gemma":[0.0004290919,0.0002174432,0.0003034579,0.0003936238,0.0001671122,0.000286575,0.0002210936,0.0003197058,0.0001520855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003378121,"about_ca_system_score_gemma":0.0004740389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003777918,"about_ca_topic_score_gemma":0.004142337,"domain_scores_codex":[0.9998999,0.00001419331,0.000003773139,0.00001652594,0.00005135206,0.00001426935],"domain_scores_gemma":[0.9998951,0.00003312119,0.0000200224,0.000009538038,0.00003599573,0.000006230027],"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":[0.0000664897,0.0001082331,0.001266252,0.00005652614,0.00003947779,0.00006134426,0.00008378052,0.7841445,0.02649366,0.003453313,0.0005916365,0.1836348],"study_design_scores_gemma":[0.00001390624,0.00005853585,0.000578567,0.000004086486,0.000009210531,0.00001970756,0.00001543956,0.9927342,0.004537616,0.0007296791,0.001292391,0.000006676705],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1042946,0.0002211956,0.8895055,0.00006224636,0.0000297168,0.00006979091,0.00002508922,0.0006281174,0.005163686],"genre_scores_gemma":[0.8335695,0.0001418874,0.1632126,0.00002463396,0.000009955281,0.00008374449,0.00007157944,0.0000781907,0.002807932],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003777918,"threshold_uncertainty_score":0.007511854,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}