{"id":"W4386283099","doi":"10.18280/mmep.100418","title":"The Fast Prognosis of Inter-Turn Faults in an Induction Motor","year":2023,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Machine Fault Diagnosis Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Turn (biochemistry); Induction motor; Computer science; Engineering; Physics; Electrical engineering; Nuclear magnetic resonance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000256751,0.0005096748,0.0003830472,0.0006681564,0.0002056347,0.0003752022,0.0002938762,0.0006699016,0.0004825288],"category_scores_gemma":[0.001352774,0.0001057628,0.0001620831,0.0001790264,0.0002057126,0.0005024976,0.0003326623,0.000451757,0.0001902645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000228916,"about_ca_system_score_gemma":0.0002866012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001071414,"about_ca_topic_score_gemma":0.001317001,"domain_scores_codex":[0.9998723,0.00001872036,0.000007433349,0.00002587496,0.0000579189,0.00001779624],"domain_scores_gemma":[0.9995172,0.0001740058,0.0001294558,0.00005002122,0.0001008248,0.00002852386],"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":[0.0008896918,0.0001551509,0.03630841,0.000314513,0.00006167321,0.001026793,0.0003201168,0.4143578,0.1112917,0.003479164,0.001558013,0.430237],"study_design_scores_gemma":[0.000006365227,0.0001904592,0.006620937,0.00001523234,0.00001302266,0.0002925729,0.00006838456,0.97505,0.01588441,0.001171,0.0006738806,0.00001367074],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3640409,0.0006746706,0.6314124,0.0003440065,0.0001056095,0.00004928909,0.00009725254,0.001368201,0.001907641],"genre_scores_gemma":[0.9865264,0.0001291383,0.01278744,0.00001501832,0.000009695337,0.000006758027,0.00003513042,0.000008362209,0.0004820871],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001071414,"threshold_uncertainty_score":0.00213033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0235815666597819,"score_gpt":0.2503942134305074,"score_spread":0.2268126467707255,"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."}}