{"id":"W4388901120","doi":"10.1177/08404704231212577","title":"Post-event support as a critical element of crisis preparedness: Reflections from the Mass Casualty Commission","year":2023,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Hospital","funders":"","keywords":"Preparedness; Commission; Event (particle physics); Mass-casualty incident; Element (criminal law); Critical mass (sociodynamics); Mass Casualty; Crisis management; Disaster planning; Public relations; Political science; Business; Psychology; Medical emergency; Medicine; Poison control; Suicide prevention; Sociology; Law","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001630265,0.0003100826,0.0004223371,0.0003055941,0.001483129,0.00003095303,0.0005845587,0.0001541543,0.001764765],"category_scores_gemma":[0.0001873503,0.0002307689,0.0002056165,0.0007865697,0.00007937991,0.0001470865,0.001100479,0.0004602442,0.001569788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003594291,"about_ca_system_score_gemma":0.000238259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006196518,"about_ca_topic_score_gemma":0.003626027,"domain_scores_codex":[0.9950008,0.001115227,0.001171759,0.0006261753,0.0008907992,0.001195238],"domain_scores_gemma":[0.9972571,0.0006250729,0.0002890913,0.001244073,0.0002827404,0.0003019344],"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":[0.0007153508,0.0003038366,0.004569436,0.001701428,0.0002828792,0.0001374917,0.02314142,0.00002013734,0.00008747107,0.1347058,0.8252054,0.009129358],"study_design_scores_gemma":[0.0006557309,0.0003947449,0.005342339,0.0003595155,0.0001311944,8.428698e-7,0.2767123,0.0000833584,0.00002341822,0.009356931,0.7067368,0.000202826],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06915423,0.0004689579,0.008390638,0.7247908,0.006927881,0.0117672,0.0014464,0.001511312,0.1755426],"genre_scores_gemma":[0.9406207,0.0005444732,0.0005835557,0.02354568,0.0002063654,0.001932069,0.0005219223,0.00008275383,0.03196245],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8714665,"threshold_uncertainty_score":0.9998168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1012186047220007,"score_gpt":0.4951264719752038,"score_spread":0.3939078672532031,"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."}}