{"id":"W4389331880","doi":"10.1109/access.2023.3339549","title":"A Multi-Stage Hybrid Open-Circuit Fault Diagnosis Approach for Three-Phase VSI-Fed PMSM Drive Systems","year":2023,"lang":"en","type":"article","venue":"IEEE Access","topic":"Machine Fault Diagnosis Techniques","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Insulated-gate bipolar transistor; Robustness (evolution); Computer science; Motor drive; Fault (geology); Backup; Voltage; Control theory (sociology); Engineering; Electrical 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005827821,0.0005115121,0.0007092722,0.0003936284,0.0001798314,0.0009814791,0.002388953,0.0001899969,0.00003957913],"category_scores_gemma":[0.0001869452,0.0005160206,0.0001937714,0.0007330692,0.00005272588,0.001057828,0.0003458335,0.0003332552,0.00007735624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001839871,"about_ca_system_score_gemma":0.00003530272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009003733,"about_ca_topic_score_gemma":0.0001738193,"domain_scores_codex":[0.9974097,0.00006048134,0.0006411711,0.0007355296,0.0003551261,0.0007980081],"domain_scores_gemma":[0.9981238,0.0004310321,0.0001431813,0.0009321173,0.0001405784,0.0002293089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002045148,0.003640988,0.051605,0.008119472,0.001670313,0.0005377914,0.00187012,0.2782802,0.01292355,0.002326045,0.5847348,0.05408721],"study_design_scores_gemma":[0.002719958,0.0001201637,0.00104875,0.0001636667,0.00007583469,0.000007501993,0.00005879829,0.943011,0.03371665,0.0001503038,0.01811025,0.0008171336],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3355822,0.0004165504,0.6460381,0.00005843801,0.001530448,0.007530667,0.001635523,0.005307918,0.001900137],"genre_scores_gemma":[0.9779143,0.0001987539,0.002585738,0.00008889257,0.0003185738,0.01792338,0.0003943084,0.0002461102,0.0003299246],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6647308,"threshold_uncertainty_score":0.9997292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1229006889070232,"score_gpt":0.3986985650025807,"score_spread":0.2757978760955576,"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."}}