{"id":"W1833365857","doi":"10.1109/pesw.2001.916947","title":"Arc modeling for circuit breakers","year":2002,"lang":"en","type":"article","venue":"2001 IEEE Power Engineering Society Winter Meeting. Conference Proceedings (Cat. No.01CH37194)","topic":"Vacuum and Plasma Arcs","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Circuit breaker; Emtp; Distribution board; Electric power transmission; Computer science; Arc (geometry); Transmission line; Electrical engineering; Arc-fault circuit interrupter; Representation (politics); Electronic engineering; Electric power system; Power (physics); Voltage; Engineering; Short circuit; Mechanical engineering; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004291491,0.0007036668,0.0006003383,0.0001029112,0.0002753297,0.0003914212,0.0006717312,0.0002262362,0.0007371194],"category_scores_gemma":[0.00005612453,0.0007564065,0.0006744675,0.0002906978,0.00006751926,0.0005416417,0.0001047631,0.0004464351,0.0002319678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001356978,"about_ca_system_score_gemma":0.00006375847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006132726,"about_ca_topic_score_gemma":7.827149e-7,"domain_scores_codex":[0.9966953,0.000006609127,0.0006635218,0.0008707419,0.0004033984,0.001360384],"domain_scores_gemma":[0.9983398,0.0001108541,0.0002192478,0.000278009,0.000679952,0.0003721229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001295522,0.001104293,0.01615955,0.001621265,0.00242378,0.000006200156,0.06640797,0.02795344,0.6483766,0.009086401,0.2213124,0.005418483],"study_design_scores_gemma":[0.0009081399,0.0001062421,0.00002805492,0.0003841654,0.00009229135,0.000006910867,0.001804243,0.9885737,0.0030819,0.0004146525,0.003691655,0.0009080423],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8204232,0.00002141045,0.1534165,0.0004968953,0.001519934,0.0008117689,0.0001209655,0.0005775495,0.02261174],"genre_scores_gemma":[0.9609544,0.0000320055,0.03483639,0.0002051862,0.001022273,0.0002147821,0.00003158898,0.0001580854,0.002545259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9606203,"threshold_uncertainty_score":0.9994887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02459219511398717,"score_gpt":0.2131453673175034,"score_spread":0.1885531722035163,"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."}}