{"id":"W2040717486","doi":"10.1109/icelmach.2012.6350134","title":"Terminal measurements based modeling of single phase transformer for condition monitoring","year":2012,"lang":"en","type":"article","venue":"","topic":"Magnetic Properties and Applications","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Transformer; Inductance; Rotary variable differential transformer; Linear variable differential transformer; Current transformer; Transformer types; Delta-wye transformer; Electronic engineering; Distribution transformer; Single phase; Magnetic core; Energy efficient transformer; Voltage; Equivalent circuit; Flyback transformer; Computer science; Engineering; Electrical engineering; Electromagnetic coil","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001703491,0.0004710127,0.0003997114,0.0002467268,0.0001477918,0.0005049004,0.0007915383,0.0005288891,0.002170453],"category_scores_gemma":[0.0005320348,0.0002228475,0.0004111618,0.0002348593,0.0001681891,0.0007651373,0.0002374312,0.0004024039,0.0007755303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002798577,"about_ca_system_score_gemma":0.0003830266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001361922,"about_ca_topic_score_gemma":0.001625855,"domain_scores_codex":[0.99985,0.00003309737,0.000007305488,0.00002789075,0.00007256574,0.000009043661],"domain_scores_gemma":[0.9998627,0.00004529998,0.00002209335,0.00002783623,0.00003682254,0.000005330217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001125926,0.00004868298,0.001292795,0.0001344515,0.00002484665,0.0002289037,0.0001425845,0.8404667,0.09168375,0.01055696,0.001361353,0.05394639],"study_design_scores_gemma":[0.000001942767,0.00001774133,0.0001057464,0.00000214394,0.00000376173,0.00004073909,0.000004251962,0.9932382,0.005048745,0.0006985237,0.0008351915,0.000003008455],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01797622,0.00006571355,0.9776084,0.00003487266,0.00001889142,0.00002988838,0.0001246793,0.0008192238,0.003322168],"genre_scores_gemma":[0.8990051,0.0002887489,0.0942638,0.00002829076,0.00001926626,0.0001139629,0.0002968203,0.0001416343,0.005842505],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002170453,"threshold_uncertainty_score":0.007260859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1587287812175825,"score_gpt":0.3401641371151157,"score_spread":0.1814353558975332,"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."}}