{"id":"W2510643164","doi":"10.3390/en9090679","title":"Electrical-Based Diagnostic Techniques for Assessing Insulation Condition in Aged Transformers","year":2016,"lang":"en","type":"article","venue":"Energies","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Transformer; Accelerated aging; Electrical insulation paper; Moisture; Electrical engineering; Capacitance; Reliability engineering; Engineering; Materials science; Voltage; Composite material; Electrode","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":[0.000114716,0.0001165182,0.0001203387,0.0002096872,0.00004253512,0.00003236803,0.0000462934,0.00008558109,0.00001256604],"category_scores_gemma":[0.000149372,0.00009555881,0.00004626867,0.000175672,0.00002202084,0.0003836772,0.00000120616,0.00004955004,0.000001998295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001189538,"about_ca_system_score_gemma":0.0000218874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001002596,"about_ca_topic_score_gemma":0.00002068713,"domain_scores_codex":[0.9993455,0.00001440557,0.0002198409,0.000117003,0.00009303779,0.000210177],"domain_scores_gemma":[0.9990815,0.0007783562,0.00002002156,0.0000641212,0.00002711292,0.00002886951],"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":[0.00004427157,0.0001122317,0.01250158,0.0001771553,0.00003491446,0.000004897163,0.0002258362,0.05440151,0.5387937,0.006573883,0.0004829482,0.386647],"study_design_scores_gemma":[0.001967399,0.0001369839,0.2529252,0.0004601312,0.00003497819,9.715063e-7,0.00002294171,0.05052909,0.6824192,0.004928012,0.006058314,0.0005168384],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6043208,0.0001297018,0.393943,0.0001195511,0.0001250383,0.0002692539,0.00002168924,0.0002852555,0.0007856304],"genre_scores_gemma":[0.9975316,0.0002279089,0.001846267,0.00003366016,0.00004475896,0.0002192707,0.00006225595,0.00002776144,0.000006510303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3932108,"threshold_uncertainty_score":0.3896775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008919644118866551,"score_gpt":0.2431196388173074,"score_spread":0.2341999946984408,"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."}}