{"id":"W1588353497","doi":"10.1109/ceidp.2005.1560674","title":"Application of dielectric response techniques for the condition assessment of power transformers","year":2005,"lang":"en","type":"article","venue":"","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Hydro-Québec","funders":"","keywords":"Dielectric; Dissipation factor; Accelerated aging; Transformer; Materials science; Transformer oil; Dielectric response; Electronic engineering; Moisture; Dielectric loss; Electrical engineering; Composite material; Optoelectronics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002195733,0.00005430922,0.00007607633,0.00006734714,0.00001984997,0.000003105251,0.00004981726,0.00003739138,0.00002033046],"category_scores_gemma":[0.000008336709,0.00004057185,0.00004660925,0.0001142901,0.00001759148,0.00007894384,9.299496e-7,0.00003467635,4.113102e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003371462,"about_ca_system_score_gemma":0.00001348651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005574299,"about_ca_topic_score_gemma":0.000005212167,"domain_scores_codex":[0.9995916,0.000006352282,0.0001968713,0.00004878587,0.00007993786,0.00007644032],"domain_scores_gemma":[0.9996029,0.0002328636,0.00002502286,0.00007608791,0.00005132026,0.00001177205],"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":[0.0001442243,0.0001156269,0.0003077739,0.0001086826,0.00009267169,2.390821e-8,0.0002737909,0.01041236,0.7492736,0.02856177,0.0005835561,0.2101259],"study_design_scores_gemma":[0.0002696397,0.000191673,0.02843587,0.0000113508,0.00003475181,4.008526e-7,0.00003096708,0.3006179,0.6487818,0.0002650931,0.02127836,0.0000822362],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03724898,0.00007989327,0.956857,0.0002305582,0.00002240818,0.0005498898,0.0000272474,0.00005632888,0.004927645],"genre_scores_gemma":[0.9954138,0.0001543315,0.004231717,0.00002091448,0.000009759583,0.0001347669,0.00001541992,0.000009473878,0.000009805435],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9581648,"threshold_uncertainty_score":0.1654472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005755070157142975,"score_gpt":0.2658641429914982,"score_spread":0.2601090728343552,"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."}}