{"id":"W4417282149","doi":"10.1109/hlm51652.2025.11278319","title":"Validations of Electric Arc Simulation","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":"Anode; Lorentz force; Cathode; Joule heating; Arc (geometry); Voltage; Electrical conductor; Work (physics); Electric arc","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":[0.002483823,0.001008835,0.0008447989,0.001094429,0.0009095785,0.001421762,0.00234113,0.001418005,0.0049206],"category_scores_gemma":[0.00989512,0.0003463253,0.0008308095,0.001170295,0.000950788,0.001149485,0.001106613,0.00130936,0.0009563377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001110431,"about_ca_system_score_gemma":0.001515252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0112405,"about_ca_topic_score_gemma":0.005284436,"domain_scores_codex":[0.9979901,0.000477524,0.0001568083,0.000221007,0.0009340866,0.0002205493],"domain_scores_gemma":[0.9943773,0.002688389,0.000225666,0.0009240112,0.001631373,0.0001532146],"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":[0.000335687,0.0002769514,0.007473418,0.0005607536,0.00006261964,0.0003037003,0.0002237143,0.941687,0.009811909,0.006706169,0.005375444,0.02718265],"study_design_scores_gemma":[0.00006380241,0.0001345134,0.001302753,0.00008885907,0.0000159118,0.00008843451,0.0001825467,0.9651683,0.02209903,0.00212124,0.008704027,0.00003062339],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.761718,0.002079148,0.1544116,0.00182068,0.0008843192,0.0005245983,0.00885513,0.01068019,0.05902635],"genre_scores_gemma":[0.9502763,0.0004659778,0.04100388,0.0001802568,0.00002818507,0.0002231745,0.00390454,0.0007542559,0.003163376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0112405,"threshold_uncertainty_score":0.02235019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01093336690797524,"score_gpt":0.2826790687695354,"score_spread":0.2717457018615601,"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."}}