{"id":"W3201382879","doi":"10.3390/en14185939","title":"Magnetic FEA Direct Optimization of High-Power Density, Halbach Array Permanent Magnet Electric Motors","year":2021,"lang":"en","type":"article","venue":"Energies","topic":"Electric Motor Design and Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Université Laval","funders":"","keywords":"Halbach array; Magnet; Finite element method; Stator; Rotor (electric); Eddy current; Torque; Propulsion; Power density; Power (physics); Electric motor; Control theory (sociology); Engineering; Mechanical engineering; Electrical engineering; Automotive engineering; Computer science; Physics; Aerospace engineering; Structural engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006888718,0.0001625099,0.0002745706,0.0001857228,0.00004130888,0.00003396062,0.000107582,0.00007551838,0.000565258],"category_scores_gemma":[0.00002985079,0.0001659337,0.0001001739,0.0007254991,0.00001615619,0.00007068866,0.00001730378,0.00009342429,0.00001260235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005216072,"about_ca_system_score_gemma":0.00002673772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007565616,"about_ca_topic_score_gemma":0.0000147584,"domain_scores_codex":[0.999078,0.00005159892,0.0002257287,0.0001929101,0.0002156211,0.0002361525],"domain_scores_gemma":[0.9995285,0.00005045999,0.00003485573,0.000245961,0.00008772129,0.00005244888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000004715818,0.00004310153,0.0006219951,0.00004551985,0.00008681604,0.000024193,0.0001114786,0.8391651,0.1544535,0.0002841923,0.001478808,0.003680613],"study_design_scores_gemma":[0.0005602246,0.000202265,0.006642228,0.00004270169,0.0002790787,0.0000266122,0.00005737115,0.2048287,0.7844084,0.00018742,0.002104295,0.000660731],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.964897,0.0083894,0.01340854,0.00005578448,0.0002678884,0.00008367767,0.000004650268,0.0002970082,0.01259601],"genre_scores_gemma":[0.9895702,0.001402667,0.006410614,0.00002054923,0.00004891318,0.00001114301,0.00003107653,0.00003289522,0.002471951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6343364,"threshold_uncertainty_score":0.676658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003802978069501111,"score_gpt":0.1719176215758452,"score_spread":0.1681146435063441,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}