{"id":"W7129004203","doi":"10.1109/spies67451.2025.11381463","title":"Electric Arc Simulation Validations and Switchgear Applications","year":2025,"lang":"","type":"article","venue":"","topic":"Vacuum and Plasma Arcs","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ansys (Canada)","funders":"","keywords":"Switchgear; Anode; Lorentz force; Electric arc; Cathode; Joule heating; Arc (geometry); Voltage; Electrical conductor","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":[],"consensus_categories":[],"category_scores_codex":[0.0001071232,0.0001919704,0.0001861213,0.0001950706,0.0005008531,0.0001768686,0.0001198572,0.00007686306,0.0006666608],"category_scores_gemma":[0.00000660726,0.0002004091,0.00008151552,0.0008040249,0.00003018582,0.0001598015,0.00006790053,0.0001851248,0.0002419151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002446759,"about_ca_system_score_gemma":0.0001824339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006129817,"about_ca_topic_score_gemma":0.000005194742,"domain_scores_codex":[0.9989031,0.000046862,0.000325224,0.0003580483,0.00009783203,0.0002689319],"domain_scores_gemma":[0.9990637,0.0003485228,0.00008155597,0.0003029055,0.0001107975,0.00009251619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001586389,0.0003111757,0.02488681,0.00006465291,0.0002214523,1.408027e-7,0.0001867747,0.009205919,0.00168656,0.786756,0.001198391,0.1754663],"study_design_scores_gemma":[0.001301764,0.0000761095,0.0168339,0.00005956282,0.000520425,5.176821e-7,0.000430916,0.4504803,0.0041545,0.1737698,0.3517536,0.0006185858],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04780702,0.0003489785,0.8444203,0.00138543,0.0001146955,0.000931965,0.00004325434,0.0000509575,0.1048974],"genre_scores_gemma":[0.9889894,0.00005067817,0.0004952252,0.0001276499,0.0001674835,0.0001020823,0.0000808121,0.00001103791,0.009975608],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9411824,"threshold_uncertainty_score":0.8172446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007929926770862088,"score_gpt":0.2715716527047857,"score_spread":0.2636417259339237,"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."}}