{"id":"W3174252276","doi":"10.1016/j.injury.2021.06.017","title":"How prepared are Canadian trauma centres for mass casualty incidents?","year":2021,"lang":"en","type":"article","venue":"Injury","topic":"Disaster Response and Management","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Mass Casualty; Mass-casualty incident; Medical emergency; Forensic engineering; Medicine; Aeronautics; History; Poison control; Injury prevention; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002319052,0.0001202571,0.0001842711,0.0001049292,0.00042407,0.00004782878,0.0001569275,0.0001100133,0.000479433],"category_scores_gemma":[0.0002699341,0.0001183717,0.00007420212,0.0001271133,0.0000165585,0.0001250493,0.00007448549,0.0001475769,0.0001420818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002927214,"about_ca_system_score_gemma":0.0005231149,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0107303,"about_ca_topic_score_gemma":0.3214416,"domain_scores_codex":[0.9985349,0.0002355164,0.0002178533,0.0002746752,0.0001551018,0.0005819091],"domain_scores_gemma":[0.9989601,0.0001127019,0.0001022414,0.0003814081,0.0001542208,0.0002892902],"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":[0.0003564996,0.00008084063,0.01963803,0.0005043685,0.0001436516,0.0002196318,0.01059707,0.000001640148,0.000535746,0.003545489,0.9424966,0.02188043],"study_design_scores_gemma":[0.0005400985,0.00003554792,0.0104701,0.0001434962,0.00003120398,7.062927e-7,0.02435979,0.00001704368,0.0003386365,0.0008231366,0.9630938,0.0001464828],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9248461,0.000328279,0.0008451404,0.01925471,0.002470753,0.002088701,0.001094336,0.0001432403,0.04892876],"genre_scores_gemma":[0.8831363,0.00001870335,0.0004508994,0.005067798,0.0002699873,0.0003793007,0.0001086612,0.00003068511,0.1105377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3107113,"threshold_uncertainty_score":0.9958574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06414714349083703,"score_gpt":0.4007729029656892,"score_spread":0.3366257594748522,"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."}}