{"id":"W2901326947","doi":"10.3390/en11123248","title":"Power Transformer Diagnostics, Monitoring and Design Features","year":2018,"lang":"en","type":"article","venue":"Energies","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Université du Québec à Chicoutimi","funders":"","keywords":"Reliability engineering; Power quality; Transformer; Reliability (semiconductor); Power grid; Computer science; Power (physics); Engineering; 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":[0.0004036264,0.0005746407,0.0002970185,0.0009285299,0.0002844859,0.001090793,0.0005783527,0.0007101663,0.004215504],"category_scores_gemma":[0.001503974,0.0002942078,0.0001929041,0.0006060994,0.0003312571,0.001132829,0.0002959938,0.0004298497,0.002327886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003760063,"about_ca_system_score_gemma":0.0003390019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006782367,"about_ca_topic_score_gemma":0.0006858642,"domain_scores_codex":[0.9995117,0.00004607671,0.00002007881,0.00005651577,0.0003361969,0.00002926033],"domain_scores_gemma":[0.999388,0.000121673,0.00007454166,0.00009318224,0.0002968697,0.00002568731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006640197,0.0001556975,0.01169341,0.0005697428,0.00002576843,0.0008013869,0.0003452426,0.01375219,0.2845779,0.0100996,0.02056837,0.6567467],"study_design_scores_gemma":[0.0001319697,0.00093241,0.03002791,0.0002294855,0.0001436843,0.0153788,0.0004117826,0.1072237,0.5474322,0.02346571,0.27448,0.0001423468],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1396573,0.003454841,0.7345443,0.00289123,0.0005288041,0.0004900747,0.001438067,0.01192515,0.1050702],"genre_scores_gemma":[0.9109895,0.001413115,0.06120807,0.0004305668,0.0002051095,0.00008556222,0.0006371249,0.0003603454,0.02467063],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004215504,"threshold_uncertainty_score":0.01410228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009550732213927712,"score_gpt":0.2158237734148656,"score_spread":0.2062730412009379,"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."}}