{"id":"W6927645353","doi":"10.26181/19426916","title":"The use of early warning system scores in prehospital and emergency department settings to predict clinical deterioration: A systematic review and meta-analysis.","year":2022,"lang":"en","type":"article","venue":"La Trobe University","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Early warning score; Mews; Emergency department; Triage; Confidence interval; Odds ratio; Funnel plot; Warning system; Intensive care unit; Observational study","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01427055,0.002562923,0.01628352,0.005800026,0.0005759455,0.003062044,0.001871011,0.002231334,0.002619843],"category_scores_gemma":[0.04139435,0.001144515,0.03045906,0.00625988,0.0007181533,0.001837278,0.00126592,0.001665983,0.0002878573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002228665,"about_ca_system_score_gemma":0.004591123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006519876,"about_ca_topic_score_gemma":0.01293418,"domain_scores_codex":[0.9919389,0.003507454,0.002552298,0.0008065824,0.00091869,0.0002761401],"domain_scores_gemma":[0.9734595,0.02031839,0.004033726,0.0005490536,0.001423069,0.0002162535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001920233,0.0000359012,0.005241497,0.5538229,0.4209016,0.0001054881,0.00009629162,0.0004681041,0.0001896548,0.0001351594,0.0007603272,0.01632288],"study_design_scores_gemma":[0.0005924346,0.0002417048,0.004575121,0.04830936,0.9436833,0.0001078547,0.00004760766,0.0001861544,0.0001335181,0.0002046583,0.001892654,0.00002562987],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003270815,0.9951213,0.0003757464,0.0002023834,0.0001039508,0.0002682628,0.0004680581,0.00001652838,0.0001730857],"genre_scores_gemma":[0.1349664,0.8587677,0.002108661,0.001104412,0.0002823511,0.001514678,0.000962465,0.00002470949,0.0002686139],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01628352,"threshold_uncertainty_score":0.07547075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1146109192238037,"score_gpt":0.3229465402291982,"score_spread":0.2083356210053945,"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."}}