{"id":"W2168328981","doi":"10.1109/elinsl.2004.1380501","title":"Equipment health rating of power transformers","year":2005,"lang":"en","type":"article","venue":"","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Powertech Labs (Canada)","funders":"","keywords":"Reliability engineering; Transformer; Asset management; Engineering; Computer science; 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":[],"consensus_categories":[],"category_scores_codex":[0.00008625149,0.00006239561,0.00009229302,0.0000415256,0.00001854923,0.000004941548,0.00003212342,0.00002060827,0.000225562],"category_scores_gemma":[0.000002159315,0.00005809982,0.00003242987,0.00006393684,0.000007725358,0.0001038703,0.000001378844,0.00004158175,0.00001371929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004372637,"about_ca_system_score_gemma":0.00001453252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001323962,"about_ca_topic_score_gemma":0.00002441353,"domain_scores_codex":[0.9994806,0.000003031349,0.0002224315,0.00005031527,0.0000926652,0.0001509656],"domain_scores_gemma":[0.9998658,0.00001571455,0.00001177712,0.0000468433,0.00001169645,0.00004813766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001654035,0.0002299901,0.001426326,0.0004222625,0.0001716528,7.746954e-7,0.008323454,0.1734192,0.05731481,0.02476909,0.008950775,0.7249551],"study_design_scores_gemma":[0.0029354,0.0006818828,0.0225434,0.0002919429,0.00002937202,0.000006408414,0.0009422803,0.3547232,0.3934276,0.0004014921,0.2230663,0.0009507342],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3226024,0.001194409,0.4188981,0.001721084,0.0003888937,0.0004069694,0.00002146882,0.0003058538,0.2544609],"genre_scores_gemma":[0.9966668,0.0002041914,0.002929412,0.0001352202,0.0000157361,0.000003415041,0.000005956043,0.00001060618,0.00002864265],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7240044,"threshold_uncertainty_score":0.2469745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0088942363231124,"score_gpt":0.2309005287748989,"score_spread":0.2220062924517865,"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."}}