{"id":"W4312036026","doi":"10.1109/ceidp55452.2022.9985263","title":"Accelerated Ageing Study of Transformer Paper-oil Insulation under Repetitive Transient Conditions","year":2022,"lang":"en","type":"article","venue":"2022 IEEE Conference on Electrical Insulation and Dielectric Phenomena (CEIDP)","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Transformer; Electrical engineering; Transformer oil; Circuit breaker; Distribution transformer; Transient (computer programming); Voltage; Dielectric; Engineering; Materials science; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001709342,0.0001715661,0.0002272901,0.0002699837,0.0001574929,0.0001601542,0.0001673694,0.0002774899,0.0006943604],"category_scores_gemma":[0.000388626,0.00008251391,0.0001733232,0.0002366479,0.0001622729,0.0002688535,0.0001356899,0.0002732682,0.0001618983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001314441,"about_ca_system_score_gemma":0.00007280655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005881397,"about_ca_topic_score_gemma":0.0005744269,"domain_scores_codex":[0.9998922,0.00001237795,0.00000709224,0.00002463042,0.00004496812,0.00001863666],"domain_scores_gemma":[0.9997153,0.00005730455,0.00004791263,0.0000299062,0.0001203764,0.0000292045],"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":[0.0002716029,0.00004659256,0.003507647,0.0000750551,0.00001255434,0.000237237,0.0001875565,0.001023097,0.9874545,0.00007892158,0.00007213974,0.00703312],"study_design_scores_gemma":[0.00001570552,0.001509999,0.0471721,0.00001919047,0.00004587767,0.0006928732,0.0003157961,0.008678415,0.9399135,0.00009357651,0.001526798,0.00001613765],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997903,0.0002846518,0.001333955,0.000007769626,0.000007489097,0.000005661359,0.00004802477,0.0000168536,0.0003926615],"genre_scores_gemma":[0.998925,0.0001386686,0.0004077203,0.000005363812,0.000002944227,0.000002978665,0.00005493031,0.000005460838,0.0004569431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006943604,"threshold_uncertainty_score":0.002322853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02987316850584115,"score_gpt":0.2532113252300739,"score_spread":0.2233381567242328,"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."}}