{"id":"W3016028913","doi":"10.1186/s13017-020-00304-5","title":"COVID-19 the showdown for mass casualty preparedness and management: the Cassandra Syndrome","year":2020,"lang":"en","type":"article","venue":"World Journal of Emergency Surgery","topic":"Disaster Response and Management","field":"Health Professions","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre","funders":"","keywords":"Preparedness; Coronavirus disease 2019 (COVID-19); Mass-casualty incident; Emergency management; Mass Casualty; Disaster planning; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Action (physics); Medical emergency; Medicine; Outbreak; Business; Operations management; Political science; Poison control; Suicide prevention; Infectious disease (medical specialty); Virology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003150943,0.0001838561,0.0003912499,0.0001751945,0.0009572732,0.00002222419,0.0003837408,0.00004048798,0.001409661],"category_scores_gemma":[0.0007363525,0.0001019283,0.0002671547,0.000497128,0.00006046634,0.0001750865,0.0001899634,0.0003433199,0.00002296514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009483278,"about_ca_system_score_gemma":0.0003049325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000308997,"about_ca_topic_score_gemma":0.0001852723,"domain_scores_codex":[0.9972187,0.0007135674,0.001042823,0.0002065645,0.0003752976,0.0004430451],"domain_scores_gemma":[0.9970096,0.001503924,0.0006620146,0.0003014839,0.0001223225,0.0004006757],"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":[0.0007154149,0.00003998443,0.007925477,0.001138656,0.0004420564,0.0002283015,0.01292359,0.00005068743,0.00001549669,0.004110727,0.9708029,0.001606702],"study_design_scores_gemma":[0.0004509715,0.00005131965,0.00269918,0.0001124567,0.0002218546,0.0000178729,0.0171954,0.00005443055,0.000001034005,0.001597464,0.9774537,0.0001443153],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4489788,0.01213275,0.02713824,0.443656,0.02174521,0.008057366,0.0001830421,0.0001813468,0.03792729],"genre_scores_gemma":[0.9533777,0.003779159,0.0001680689,0.02299314,0.000749107,0.0002859917,0.000007228582,0.00005406299,0.01858551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5043989,"threshold_uncertainty_score":0.9995032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1897074271655842,"score_gpt":0.4278471211205546,"score_spread":0.2381396939549703,"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."}}