{"id":"W4313003177","doi":"10.1109/esw49146.2022.9925038","title":"Electrical Safety Worldwide","year":2022,"lang":"en","type":"article","venue":"","topic":"Electrical Fault Detection and Protection","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Safety standards; Engineering; Globalization; China; Best practice; Business; Risk analysis (engineering); Transport engineering; Electrical engineering; Political science; Mechanical engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008404787,0.00005003893,0.00005205287,0.00008397525,0.0001568162,0.000007999634,0.00005457473,0.0000159996,0.002889642],"category_scores_gemma":[0.000009113025,0.00005167925,0.00003317235,0.0006059075,0.000002782718,0.00002603417,0.00001383616,0.0002935263,0.00007937154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001499971,"about_ca_system_score_gemma":0.000004959814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008931086,"about_ca_topic_score_gemma":0.000003969833,"domain_scores_codex":[0.9995534,0.00002748995,0.00009052354,0.00007307201,0.0001158142,0.0001397366],"domain_scores_gemma":[0.9998587,0.00002640136,0.000004568542,0.00006714289,0.00000538973,0.00003775617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001055838,0.00005366047,0.00017077,0.00001020441,0.0000491167,0.00001158844,0.00006301754,0.1063936,0.03236476,0.007987592,0.04510637,0.8076838],"study_design_scores_gemma":[0.0001768451,0.00009365422,0.000343365,2.698485e-7,0.000002941927,0.00003658743,0.000007005845,0.1564686,0.01071843,0.000722738,0.8312979,0.00013162],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0411461,0.0009176951,0.3147413,0.00109567,0.001959897,0.0006412973,0.000007653869,0.006418826,0.6330715],"genre_scores_gemma":[0.9950677,0.0000154137,0.0002363434,0.0002285374,0.00004828866,0.00005457356,0.000002274904,0.00001357683,0.004333273],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9539216,"threshold_uncertainty_score":0.9980218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004878875318262234,"score_gpt":0.1960042015962263,"score_spread":0.191125326277964,"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."}}