{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001498778,0.0003466856,0.0002645797,0.0007872596,0.003300392,0.002120926,0.0005933964,0.002181209,0.008764464],"category_scores_gemma":[0.007045848,0.0001633021,0.0002780591,0.000674141,0.002825557,0.002068339,0.003079116,0.005127518,0.001048586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00200735,"about_ca_system_score_gemma":0.006512459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01172168,"about_ca_topic_score_gemma":0.0193857,"domain_scores_codex":[0.9985612,0.0004466312,0.0001024681,0.000178567,0.0003923516,0.0003188172],"domain_scores_gemma":[0.9966992,0.0007411936,0.0006530072,0.0001732539,0.0003959809,0.001337336],"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":[0.0002813588,0.0002386054,0.1350827,0.001010381,0.00008039254,0.07108697,0.01248924,0.0006816212,0.003492933,0.1236456,0.4345605,0.2173497],"study_design_scores_gemma":[0.00005220595,0.0004114617,0.1028033,0.006227532,0.00007411998,0.193711,0.04073543,0.002894953,0.001534495,0.05398558,0.5973297,0.0002402924],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1914998,0.03827053,0.006114224,0.637934,0.008754526,0.0001684558,0.0004957193,0.0002594672,0.1165033],"genre_scores_gemma":[0.9008045,0.02942263,0.004035849,0.04898109,0.004009638,0.00008722323,0.0003103929,0.00009192537,0.01225684],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01172168,"threshold_uncertainty_score":0.02932012,"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."}}