{"id":"W3216636445","doi":"10.1002/9781119800194.ch10","title":"Behavior of Ester Liquids Under Various Operating Fault Conditions","year":2021,"lang":"en","type":"other","venue":"","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Materials science; Fault (geology); Electric arc; Chemistry; Physical chemistry; Geology","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":[0.0001008166,0.0002676958,0.0002109468,0.0005347785,0.0001593873,0.0003442614,0.0002123969,0.000247523,0.002167666],"category_scores_gemma":[0.0004138038,0.00007107828,0.0001243952,0.0004682593,0.0001675465,0.0004894888,0.0001865866,0.0001547758,0.0004068643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002507326,"about_ca_system_score_gemma":0.0001006394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001087252,"about_ca_topic_score_gemma":0.0009283808,"domain_scores_codex":[0.9998525,0.00001488832,0.00001095209,0.00003194702,0.00005775878,0.00003177589],"domain_scores_gemma":[0.9998373,0.00004894231,0.00003614242,0.00001489998,0.00005296469,0.000009804157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000940966,0.00004877334,0.01202098,0.000198309,0.00001782323,0.0008745763,0.0003625283,0.005977739,0.9345699,0.000334699,0.0003364462,0.04431723],"study_design_scores_gemma":[0.000004346555,0.0002215735,0.00816865,0.000009015459,0.00001386988,0.0002938414,0.0001899301,0.007561636,0.9816236,0.00008143185,0.001820903,0.0000111988],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942952,0.0004078406,0.002255426,0.00003453742,0.000007339457,0.000008653702,0.0003845393,0.0001856711,0.002420687],"genre_scores_gemma":[0.9969529,0.0003595789,0.0007936455,0.00001207776,0.000003081835,0.000005676807,0.0003748771,0.00003272595,0.001465495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002167666,"threshold_uncertainty_score":0.007251561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01247376906441272,"score_gpt":0.252080935696392,"score_spread":0.2396071666319792,"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."}}