{"id":"W2103957902","doi":"10.1002/9780470496251.ch4","title":"Insulator Electrical Performance in Pollution Conditions","year":2009,"lang":"en","type":"other","venue":"","topic":"High voltage insulation and dielectric phenomena","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kinectrics (Canada); Université du Québec à Chicoutimi","funders":"","keywords":"Pollution; Insulator (electricity); Environmental science; Arc flash; Contamination; Test method; Air pollution; Environmental engineering; Materials science; Chemistry; Composite material; 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":[0.0002586251,0.0003596039,0.0003465877,0.0006575577,0.0003641903,0.0005978958,0.0002883641,0.0004112516,0.007541746],"category_scores_gemma":[0.0006602319,0.0001449796,0.0002580566,0.00102307,0.0001863282,0.0006305826,0.0005710122,0.0002960023,0.002380022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002448567,"about_ca_system_score_gemma":0.0001596543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001022073,"about_ca_topic_score_gemma":0.001161086,"domain_scores_codex":[0.9994349,0.00005636481,0.00003652328,0.00008697369,0.0002805107,0.0001047212],"domain_scores_gemma":[0.9995228,0.0001180101,0.00005463014,0.00004403038,0.0002255894,0.00003501818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003422547,0.0005160637,0.07173864,0.001731162,0.0002304705,0.001574149,0.002247394,0.0303643,0.6441665,0.00421015,0.01779696,0.2220016],"study_design_scores_gemma":[0.00005636891,0.005260654,0.3003962,0.0003081023,0.0002767984,0.002900193,0.002592925,0.01047274,0.6163657,0.001983345,0.05924239,0.0001446083],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9367092,0.00297858,0.005569855,0.0001251376,0.0001389429,0.000035832,0.003014524,0.0007176985,0.05071031],"genre_scores_gemma":[0.9829189,0.001462807,0.001005267,0.00005348411,0.00003247061,0.00001843077,0.002301039,0.0001296008,0.01207813],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007541746,"threshold_uncertainty_score":0.02522963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008639493409588488,"score_gpt":0.2398267298024003,"score_spread":0.2311872363928118,"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."}}