{"id":"W4408281112","doi":"10.1109/iecon55916.2024.10905341","title":"Impact of the saturation on diagnosis of short circuit in the field winding based on the measurement of the magnetic air gap flux","year":2024,"lang":"en","type":"article","venue":"","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Hydro-Québec","funders":"","keywords":"Saturation (graph theory); Air gap (plumbing); Magnetic flux; Magnetic circuit; Magnetic field; Electrical engineering; Flux (metallurgy); Electromagnetic coil; Physics; Materials science; Nuclear magnetic resonance; Engineering; Composite material; Mathematics","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":[0.0007108229,0.0001198729,0.0001144755,0.00007086799,0.00003065526,0.00001361267,0.0003733788,0.00004894711,0.00007511],"category_scores_gemma":[0.0004278121,0.00004832571,0.0001384226,0.0004029381,0.00004508959,0.00003185054,0.00002582143,0.0002487137,6.106484e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000142113,"about_ca_system_score_gemma":0.00003860605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001514604,"about_ca_topic_score_gemma":0.00006501329,"domain_scores_codex":[0.9990232,0.0001107119,0.0002275273,0.0001017063,0.0004256162,0.0001112623],"domain_scores_gemma":[0.9983615,0.001071314,0.00003279623,0.0004822903,0.00004364906,0.000008426385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00007447531,0.0003894967,0.41675,0.0009396559,0.0003255135,0.000004488778,0.004841204,0.03138455,0.4424917,0.06512016,0.01775792,0.01992082],"study_design_scores_gemma":[0.00008320454,0.0004182157,0.6111449,0.001238417,0.00005153053,0.000001403273,0.0001067471,0.009748175,0.365081,0.01199284,0.00001098938,0.0001226324],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753994,0.00005833834,0.0004057863,0.0006467889,0.0001147174,0.0006338937,0.000006357491,0.00009045497,0.02264429],"genre_scores_gemma":[0.9995396,0.000003527545,0.0002751679,0.00009217203,0.00001741805,0.00005403047,3.724085e-7,0.00001542555,0.000002248259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1943949,"threshold_uncertainty_score":0.1970665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04129994597828037,"score_gpt":0.2699897169049369,"score_spread":0.2286897709266565,"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."}}