{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001776985,0.0001434825,0.0001835739,0.0000976673,0.00001441948,0.00002106253,0.00005745727,0.0001904162,0.008920014],"category_scores_gemma":[0.000003762794,0.0001435221,0.00005564189,0.00007335692,0.00001722189,0.00003359951,0.000008100511,0.0001090343,0.00002158419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001992761,"about_ca_system_score_gemma":0.00002195797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001158981,"about_ca_topic_score_gemma":0.0001773348,"domain_scores_codex":[0.9994874,0.000005759082,0.0001879582,0.0001077322,0.00009407901,0.0001170544],"domain_scores_gemma":[0.9997471,0.00002069807,0.00001934814,0.0001511624,0.00002662037,0.00003509007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003232359,0.001034534,0.002324303,0.003014273,0.002036465,0.0001273198,0.001173579,0.07768768,0.08735427,0.07396617,0.7452008,0.006077357],"study_design_scores_gemma":[0.003488104,0.0003738209,0.01986391,0.004906919,0.001609462,0.00007394639,0.0004848787,0.04392479,0.0394482,0.000443797,0.8810638,0.004318335],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001545833,0.000641215,0.03869756,0.0000139389,0.0005990205,0.0002262666,0.0001759937,0.0002089678,0.9578912],"genre_scores_gemma":[0.6468031,0.0007644526,0.004915058,0.0001657473,0.0002747839,0.0001390066,0.001756352,0.0008101061,0.3443714],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6452572,"threshold_uncertainty_score":0.991986,"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."}}