{"id":"W4362653183","doi":"10.2139/ssrn.4397958","title":"The Dark Side of Circuit Breakers","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Power System Reliability and Maintenance","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Circuit breaker; Physics; Electrical engineering; Engineering","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":[0.001738102,0.00008403725,0.0001205127,0.00004832233,0.0001200516,0.00002177813,0.000270185,0.00004088302,0.000002378222],"category_scores_gemma":[0.00007950285,0.00005925878,0.00009449903,0.0002623,0.00004443875,0.00006818624,0.00001617581,0.0007424796,0.00005767644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003377821,"about_ca_system_score_gemma":0.000344117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001784341,"about_ca_topic_score_gemma":0.0003301551,"domain_scores_codex":[0.9981018,0.00003355967,0.0002469633,0.00007102294,0.0001702373,0.001376465],"domain_scores_gemma":[0.9995799,0.000104562,0.00004718855,0.0001855691,0.00004072005,0.00004202976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006544653,0.00004017766,0.001783082,0.0002098998,0.001197999,0.00002626452,0.001510132,0.02188342,0.01475096,0.7403583,0.01791009,0.2002642],"study_design_scores_gemma":[0.000885526,0.0002365039,0.003600154,0.0001497745,0.00005050369,0.0008894591,0.005554229,0.00297863,0.001823204,0.9041215,0.07929621,0.0004143637],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8682967,0.02025828,0.04240761,0.001903512,0.004833284,0.0005303528,0.00001584419,0.0009373622,0.06081708],"genre_scores_gemma":[0.9932861,0.005436388,0.000002411853,0.000008426048,0.00008395495,0.000004232855,6.643954e-7,0.00001827659,0.001159503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1998499,"threshold_uncertainty_score":0.3225746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005661430677742853,"score_gpt":0.1954232341515505,"score_spread":0.1897618034738077,"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."}}