{"id":"W1982441409","doi":"10.1784/insi.46.8.473.39379","title":"Induction motor fault detection using vibration and stator current methods","year":2004,"lang":"en","type":"article","venue":"Insight - Non-Destructive Testing and Condition Monitoring","topic":"Machine Fault Diagnosis Techniques","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Syncrude","keywords":"Stator; Induction motor; Vibration; Fault (geology); Rotor (electric); Engineering; Fault detection and isolation; Control theory (sociology); Bar (unit); Current (fluid); Condition monitoring; Automotive engineering; Computer science; Electrical engineering; Acoustics; Physics; Actuator; Voltage; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.000258872,0.0002415518,0.0002057591,0.001095534,0.00007721419,0.0002163394,0.000251773,0.0003685427,0.0004767328],"category_scores_gemma":[0.001201793,0.0001070972,0.0001106508,0.0003069042,0.0002021348,0.0003356297,0.0001621341,0.0001926837,0.0001680636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001467066,"about_ca_system_score_gemma":0.0001028009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003968916,"about_ca_topic_score_gemma":0.0005043203,"domain_scores_codex":[0.9996234,0.00006542959,0.00001761498,0.00005560728,0.000207173,0.00003068151],"domain_scores_gemma":[0.9994214,0.0002638798,0.0001186628,0.00003593832,0.0001359088,0.00002424562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006400422,0.0001322515,0.01433619,0.0002110148,0.00003523074,0.0002242281,0.0001454392,0.005433636,0.6344202,0.0005897561,0.0004057828,0.3434262],"study_design_scores_gemma":[0.00009625511,0.00139126,0.09999713,0.0000517887,0.00009247509,0.001720767,0.0001832385,0.2444553,0.6479142,0.001084077,0.002943757,0.00006988872],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7206327,0.001319954,0.2743391,0.0001197089,0.00004970537,0.00006257872,0.0001136197,0.0009452935,0.002417276],"genre_scores_gemma":[0.9659175,0.0001972244,0.03319068,0.00001730139,0.00001353541,0.00001303721,0.00006267338,0.00001081414,0.000577183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001095534,"threshold_uncertainty_score":0.001594782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03666286913893477,"score_gpt":0.3480681584038472,"score_spread":0.3114052892649124,"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."}}