{"id":"W7006707647","doi":"","title":"What Makes Moulded Case Circuit Breakers (MCCBs) Essential for Electrical Safety and Reliability? – US and Canada Report","year":2024,"lang":"en","type":"other","venue":"","topic":"Electrical Fault Detection and Protection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Circuit breaker; Electrocution; Electrical equipment; Distribution board","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001465361,0.0002867753,0.0003325158,0.0001699531,0.00005950233,0.0001438494,0.00003697905,0.0003961377,0.0002483022],"category_scores_gemma":[0.00007528596,0.0002695096,0.00006115088,0.0002025815,0.00002906134,0.0000666935,0.00001439414,0.0003930559,0.000004024225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002349832,"about_ca_system_score_gemma":0.00009193245,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2437888,"about_ca_topic_score_gemma":0.4905469,"domain_scores_codex":[0.9987326,0.00002321912,0.0003159677,0.0004802103,0.0001612196,0.0002867571],"domain_scores_gemma":[0.9994811,0.00007766982,0.00004309298,0.0002117068,0.00002904272,0.0001574077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001185385,0.00002357661,0.00002526404,0.002326856,0.0004199133,0.004050077,0.00004968928,0.0002152985,0.0006130245,0.0003093889,0.8988286,0.09301981],"study_design_scores_gemma":[0.0002819177,0.00005896025,0.000004482139,0.00006718381,0.0001147711,0.008484699,0.00002232652,0.005479375,0.0006164825,0.000242383,0.9842182,0.0004092339],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006215693,0.04120784,0.2911727,0.002752739,0.02314742,0.01130584,0.0005431628,0.008945156,0.6147094],"genre_scores_gemma":[0.02751368,0.003099432,0.0005859331,0.0002335733,0.0009047131,0.0002186554,0.00007002061,0.0009066449,0.9664673],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3517579,"threshold_uncertainty_score":0.9999757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004594614262096424,"score_gpt":0.2192716296683016,"score_spread":0.2146770154062052,"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."}}