{"id":"W4417473199","doi":"10.1109/pcic47468.2025.11289158","title":"Maintaining and Monitoring Stator End-Windings on Electrical Rotating Machines","year":2025,"lang":"","type":"article","venue":"","topic":"Machine Fault Diagnosis Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Reliability (semiconductor); Stator; Service (business); Quality (philosophy); Focus (optics); Cover (algebra)","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":[0.0006962601,0.0007098278,0.0006722652,0.0008495231,0.0003761088,0.0004068189,0.0003587312,0.0003067953,0.0002478304],"category_scores_gemma":[0.0007468634,0.0007437445,0.0001372224,0.0008445534,0.00006701714,0.0002845945,0.0002704495,0.001218858,0.0000194564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003719255,"about_ca_system_score_gemma":0.00006565286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003003537,"about_ca_topic_score_gemma":0.00001025427,"domain_scores_codex":[0.9968464,0.0001160554,0.0008372844,0.0007978861,0.0003951503,0.001007207],"domain_scores_gemma":[0.9977806,0.001379595,0.0001105307,0.0004231169,0.00006797966,0.0002382172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006309238,0.0001505609,0.4173157,0.0004276577,0.0003085294,0.00005760764,0.0007007713,0.001133102,0.004626149,0.05302291,0.002035647,0.5201583],"study_design_scores_gemma":[0.001869723,0.0008499264,0.1052807,0.003358382,0.0002693429,0.00002505075,0.0003873761,0.7395741,0.1349193,0.006201383,0.00518518,0.002079528],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9093618,0.002414191,0.0187327,0.0009826561,0.001118419,0.001113176,0.00002036675,0.002311071,0.06394561],"genre_scores_gemma":[0.9714123,0.0007865179,0.02631208,0.0002278387,0.0003725238,0.0001489334,0.000004489886,0.0001084043,0.0006269255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7384411,"threshold_uncertainty_score":0.9995013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007425778094275148,"score_gpt":0.3012080795606287,"score_spread":0.2937823014663535,"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."}}