{"id":"W4413267419","doi":"10.1109/tec.2025.3593015","title":"Fault Diagnosis in Variable-Frequency-Drive-Fed Induction Motors: Addressing Stator Turn-to-Turn and High-Resistance-Connection Faults","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Energy Conversion","topic":"Machine Fault Diagnosis Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Stator; Turn (biochemistry); Induction motor; Control theory (sociology); Engineering; Electrical engineering; Connection (principal bundle); Fault (geology); Computer science; Electronic engineering; Physics; Mechanical engineering; Voltage; Nuclear magnetic resonance","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001709075,0.0003741317,0.0003601605,0.001064527,0.0002271784,0.00006800008,0.0001805316,0.0003383998,0.00009974021],"category_scores_gemma":[0.00002632667,0.0004180231,0.00007593726,0.001055308,0.0000507025,0.0005008106,0.000004819655,0.00045024,0.000007474174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000629107,"about_ca_system_score_gemma":0.00004962163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001759069,"about_ca_topic_score_gemma":0.001500225,"domain_scores_codex":[0.9982681,0.0001161793,0.0004440534,0.0005408382,0.000252769,0.0003780859],"domain_scores_gemma":[0.9990804,0.0002543969,0.00006354027,0.000364195,0.00009413777,0.0001433552],"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":[0.001276657,0.001782042,0.003372113,0.001755796,0.000824808,0.0001005594,0.002161738,0.4958538,0.2386038,0.007806613,0.02115616,0.2253059],"study_design_scores_gemma":[0.002826383,0.000300133,0.002937897,0.002075992,0.0001724635,0.000006675089,0.00026545,0.03842811,0.932848,0.001979293,0.01702253,0.001137114],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4717028,0.0001904338,0.5232378,0.0003974046,0.001970218,0.0004364257,0.000103221,0.000956694,0.001005021],"genre_scores_gemma":[0.9943271,0.0007782747,0.003797001,0.0002479228,0.00005481007,0.0005021246,0.00002456087,0.00005428049,0.0002139285],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6942442,"threshold_uncertainty_score":0.9998271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008535172156398398,"score_gpt":0.2385917063252703,"score_spread":0.2300565341688719,"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."}}