{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001585232,0.001016656,0.0006045356,0.0008079142,0.0008030292,0.001224784,0.00150969,0.001115989,0.006468541],"category_scores_gemma":[0.004230077,0.0003049599,0.0007078295,0.0009779452,0.0005972246,0.0009879293,0.0008862815,0.001290071,0.001034795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009513447,"about_ca_system_score_gemma":0.001211112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01310629,"about_ca_topic_score_gemma":0.00743272,"domain_scores_codex":[0.9991285,0.0001904386,0.00006311492,0.0001200058,0.0003874303,0.0001105288],"domain_scores_gemma":[0.9982462,0.0008042526,0.00007679627,0.0002715647,0.000529868,0.00007131537],"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":[0.00033505,0.0003131726,0.008508207,0.0007696236,0.00008940451,0.0003983248,0.0003675445,0.9097766,0.01475564,0.008847802,0.01180724,0.04403136],"study_design_scores_gemma":[0.00007242899,0.0001391094,0.002062842,0.0001003522,0.00002062162,0.0001076295,0.0002896826,0.9486265,0.0263739,0.002739626,0.01943292,0.00003447982],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6612733,0.002603207,0.2137791,0.002422896,0.001093878,0.0006718686,0.01329603,0.02057219,0.08428757],"genre_scores_gemma":[0.9311137,0.0007719714,0.05425233,0.0002033882,0.00003628061,0.0002821456,0.007430273,0.001345409,0.004564541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01310629,"threshold_uncertainty_score":0.02605999,"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."}}