{"id":"W1989713127","doi":"10.1109/tdei.2013.003999","title":"Improved dynamic model of DC arc discharge on ice-covered post insulator surfaces","year":2014,"lang":"en","type":"article","venue":"IEEE Transactions on Dielectrics and Electrical Insulation","topic":"High voltage insulation and dielectric phenomena","field":"Materials Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Sciences and Engineering Research Council of Canada; Hydro-Québec; Université du Québec à Chicoutimi","funders":"Natural Sciences and Engineering Research Council of Canada; Université du Québec à Chicoutimi","keywords":"Arc flash; Insulator (electricity); Icing; Voltage; Materials science; Mechanics; Icing conditions; Electric arc; Air gap (plumbing); Electrical engineering; Engineering; Meteorology; Physics; Optoelectronics; Composite material; Electrode","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":[0.0001329026,0.0004970706,0.0006913962,0.0004631187,0.0003790332,0.0005922464,0.001176369,0.0009610591,0.001919102],"category_scores_gemma":[0.0003915361,0.0003553599,0.000675866,0.0003366994,0.0004654583,0.0008209409,0.0004605229,0.0006279821,0.0003642914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006225377,"about_ca_system_score_gemma":0.0006113977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01000587,"about_ca_topic_score_gemma":0.004506786,"domain_scores_codex":[0.9998939,0.00001550338,0.00000530777,0.00002815729,0.00003892192,0.000018082],"domain_scores_gemma":[0.9998835,0.00003837405,0.00001703034,0.00001346645,0.00003802063,0.000009487524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000167397,0.00001326555,0.0002974348,0.00002889053,0.000009117949,0.00008570623,0.00003921968,0.9911597,0.003490367,0.002065649,0.0002130897,0.002580752],"study_design_scores_gemma":[0.000001898716,0.000004715807,0.0000726203,0.000001143017,0.000001862987,0.000009459832,0.000003507251,0.99932,0.000180292,0.0002213864,0.0001809244,0.000002135058],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1499731,0.0008404325,0.8138423,0.0003372066,0.0001254507,0.0001194309,0.000587743,0.0008866048,0.03328776],"genre_scores_gemma":[0.972735,0.0005258203,0.01096856,0.00006593601,0.00003820209,0.0001469605,0.0002722683,0.0001142013,0.01513307],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01000587,"threshold_uncertainty_score":0.01989526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01266662861529936,"score_gpt":0.2343746401964275,"score_spread":0.2217080115811282,"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."}}