{"id":"W2026467915","doi":"10.1371/journal.pone.0023065","title":"Prediction of Emergent Heart Failure Death by Semi-Quantitative Triage Risk Stratification","year":2011,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; Sunnybrook Health Science Centre; Mount Sinai Hospital; Health Sciences Centre; Institute for Clinical Evaluative Sciences; Toronto General Hospital; University Health Network; University of Toronto; Population Health Research Institute; McMaster University","funders":"Canadian Institutes of Health Research; Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences","keywords":"Medicine; Triage; Emergency department; Odds ratio; Heart failure; Ambulatory; Emergency medicine; Internal medicine; Pediatrics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001881559,0.0005660799,0.0003332886,0.00138783,0.000218348,0.0007797364,0.0003482449,0.0003701665,0.001140652],"category_scores_gemma":[0.009750643,0.0001395172,0.000522894,0.0004987533,0.0003291172,0.0003168025,0.000503679,0.0003735308,0.000243295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008400909,"about_ca_system_score_gemma":0.001100336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02087493,"about_ca_topic_score_gemma":0.01722348,"domain_scores_codex":[0.9990797,0.0004066681,0.00008235322,0.0000998149,0.000251548,0.00007992415],"domain_scores_gemma":[0.9958645,0.001698017,0.001300192,0.0001253296,0.0007012058,0.0003107125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005737664,0.00006087047,0.9836763,0.00003784302,0.00009553556,0.00002725226,0.00005638937,0.002263757,0.0004537225,0.00008345,0.0004625364,0.0122087],"study_design_scores_gemma":[0.0001072539,0.0005530275,0.9281585,0.0000398191,0.00006895776,0.0002105974,0.0001533403,0.06946096,0.0003921819,0.0004347534,0.000388304,0.00003238174],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918634,0.0002600319,0.005409007,0.000216478,0.00002111327,0.00009216851,0.0009921734,0.00009260562,0.00105306],"genre_scores_gemma":[0.9970788,0.00003458084,0.002263081,0.00001827897,0.0000124842,0.00002392696,0.000470616,0.000001777088,0.00009648573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02087493,"threshold_uncertainty_score":0.04150683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1187790700952502,"score_gpt":0.2811126376734546,"score_spread":0.1623335675782044,"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."}}