{"id":"W2165531365","doi":"10.1109/pes.2008.4596719","title":"Condition assessment of power transformers","year":2008,"lang":"en","type":"article","venue":"","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Powertech Labs (Canada)","funders":"","keywords":"Reliability engineering; Transformer; Engineering; Condition monitoring; Computer science; Electrical engineering; Voltage","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":[0.0002770791,0.0005431322,0.0004671381,0.001378748,0.0002222298,0.0008292356,0.0004070347,0.0006584803,0.002940655],"category_scores_gemma":[0.001757217,0.0001523737,0.000168112,0.0005690351,0.0002964725,0.0009483565,0.0004049065,0.0003075026,0.0009934059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002514753,"about_ca_system_score_gemma":0.0002025002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001027448,"about_ca_topic_score_gemma":0.0006263503,"domain_scores_codex":[0.9994708,0.00006537009,0.00002331723,0.00008053904,0.0003229304,0.00003705239],"domain_scores_gemma":[0.9995118,0.0001274955,0.00007252744,0.00003661126,0.0002038817,0.00004757381],"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":[0.001075815,0.0001676544,0.02531033,0.0007244564,0.00003848556,0.00145926,0.0004712919,0.0165399,0.4833344,0.00204099,0.004484003,0.4643535],"study_design_scores_gemma":[0.0001767444,0.0029393,0.1801467,0.0003516564,0.0002149171,0.009905607,0.001144163,0.1981771,0.5557899,0.01028605,0.04061677,0.0002509781],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.672163,0.01183996,0.2683164,0.0005026467,0.0002964544,0.0004564004,0.001628679,0.004425101,0.04037136],"genre_scores_gemma":[0.9807012,0.00232335,0.01344858,0.0000628151,0.00008594678,0.00003597765,0.0003717025,0.00005708803,0.002913347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002940655,"threshold_uncertainty_score":0.009837449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009405073777326323,"score_gpt":0.2367828314470991,"score_spread":0.2273777576697728,"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."}}