{"id":"W3149920945","doi":"10.1109/esw.2010.6164469","title":"Arc flash personal protective equipment - applying risk management principles","year":2010,"lang":"en","type":"article","venue":"","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Schneider Electric (Canada)","funders":"","keywords":"Personal protective equipment; Hazard; Arc flash; Risk analysis (engineering); Computer science; Flash (photography); Software deployment; Risk management; Arc (geometry); Reliability engineering; Engineering; Electrical engineering; Mechanical engineering; Business; Software engineering; Medicine","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003647224,0.0001643504,0.0002522806,0.0003037696,0.000454478,0.0002760245,0.0007137207,0.00006960457,0.003436259],"category_scores_gemma":[0.0004773998,0.000105695,0.0002487826,0.0006792415,0.0001165859,0.0002227743,0.0004006996,0.0003520287,0.002377823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003482958,"about_ca_system_score_gemma":0.00002997111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000111512,"about_ca_topic_score_gemma":0.0007864949,"domain_scores_codex":[0.9966172,0.0001459355,0.0005127204,0.0006480813,0.001751172,0.0003248919],"domain_scores_gemma":[0.9985177,0.0003432462,0.0002285217,0.0005900224,0.0001680301,0.0001524985],"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":[0.00005504702,0.0001263617,0.01868055,0.000005054063,0.0001900436,0.0000192167,0.001420851,0.0004473079,0.0005677495,0.02885956,0.001780789,0.9478475],"study_design_scores_gemma":[0.0009276182,0.0001083444,0.09703112,0.00001450994,0.0001584002,0.00001081654,0.009140024,0.06839862,0.001822741,0.2072618,0.6144695,0.0006565673],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4216759,0.00004696707,0.1301828,0.001805063,0.0005328233,0.001427711,0.00001937061,0.0001525438,0.4441569],"genre_scores_gemma":[0.9348068,0.00007294487,0.03223624,0.0001161841,0.0001161449,0.000235941,0.000001978756,0.00001055723,0.03240322],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9471909,"threshold_uncertainty_score":0.998399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06724787039111092,"score_gpt":0.3400944157376866,"score_spread":0.2728465453465757,"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."}}