{"id":"W4416962444","doi":"10.1109/ecce58356.2025.11260330","title":"Analysis and Mitigation of High Coercivity Magnet's Irreversible Demagnetization in Hybrid Magnet Memory Motors","year":2025,"lang":"","type":"article","venue":"","topic":"Electric Motor Design and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Magnet; Demagnetizing field; Torque; Coercivity; Magnetization; Magnetic reluctance; Torque density; Reluctance motor","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001750862,0.0001349848,0.0001516886,0.0001873426,0.00009874361,0.0001674984,0.0002108412,0.0001119264,0.0003332273],"category_scores_gemma":[0.000280091,0.00006145771,0.00008636786,0.000108653,0.0002018754,0.0001821586,0.0001050439,0.00009754141,0.00006213594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002031085,"about_ca_system_score_gemma":0.0001040318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006592762,"about_ca_topic_score_gemma":0.0009464645,"domain_scores_codex":[0.9999216,0.000007436197,0.000003624904,0.00001321904,0.00004218433,0.00001204567],"domain_scores_gemma":[0.9998392,0.00005187996,0.00003596933,0.00001846308,0.00004628006,0.000008254872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002637006,0.00003266686,0.003772284,0.0001324422,0.00001503441,0.0001707138,0.00009452224,0.0145576,0.951513,0.000757665,0.00009399288,0.02859631],"study_design_scores_gemma":[0.0000065626,0.000470249,0.01393393,0.000008634828,0.00001911767,0.0001806067,0.00006681064,0.1128138,0.8712207,0.0002277409,0.001040593,0.00001132542],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747908,0.000287165,0.0230929,0.00001574648,0.00000652612,0.0000118172,0.00002967519,0.0000929273,0.001672538],"genre_scores_gemma":[0.9977932,0.00003757884,0.001841495,0.000001844379,0.000001223981,0.000003114309,0.00001452228,0.000005906687,0.0003012272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006592762,"threshold_uncertainty_score":0.001473606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003048030028320712,"score_gpt":0.1899029118716565,"score_spread":0.1868548818433358,"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."}}