{"id":"W3031459355","doi":"10.1109/tdei.2020.008588","title":"New approach for assessment of positive streamer penetration of long air gaps under impulse voltages","year":2020,"lang":"en","type":"article","venue":"IEEE Transactions on Dielectrics and Electrical Insulation","topic":"High voltage insulation and dielectric phenomena","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Theratechnologies (Canada)","funders":"","keywords":"Impulse (physics); Voltage; Conductor; Electric field; Penetration (warfare); Mechanics; Electrical conductor; Air gap (plumbing); Penetration depth; Computational physics; Materials science; Physics; Optics; Engineering; Classical mechanics","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":[0.0002784291,0.0005109994,0.0003019379,0.001126859,0.0002050661,0.0004465418,0.0005681645,0.000492655,0.001305254],"category_scores_gemma":[0.0005839031,0.0002152468,0.0001813123,0.0004649686,0.0003048143,0.0006153343,0.0004615984,0.0004686565,0.0002309921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003291753,"about_ca_system_score_gemma":0.0003395187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003789129,"about_ca_topic_score_gemma":0.0005248684,"domain_scores_codex":[0.9997032,0.00003496694,0.00001178317,0.0000595642,0.0001702866,0.00002008907],"domain_scores_gemma":[0.9996505,0.0001239439,0.00005272004,0.00005287254,0.0001019791,0.00001800602],"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":[0.0001420142,0.0001004998,0.003826277,0.0003432089,0.00001749423,0.0002347731,0.0003261135,0.0150439,0.9246334,0.003968381,0.0001893652,0.05117461],"study_design_scores_gemma":[0.00001766222,0.000594772,0.013903,0.00003863917,0.00004051923,0.0009063967,0.0003409884,0.3200544,0.6573925,0.003242868,0.003409354,0.00005893929],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2746847,0.0007100893,0.7184786,0.00003664055,0.00002729769,0.0001137523,0.0002152844,0.001215936,0.004517651],"genre_scores_gemma":[0.8745418,0.0006076511,0.1232148,0.00001627197,0.00001235128,0.0001082976,0.000114103,0.00006551401,0.00131925],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001305254,"threshold_uncertainty_score":0.004366517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03051395665076079,"score_gpt":0.2888480884208183,"score_spread":0.2583341317700575,"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."}}