{"id":"W2094617159","doi":"10.7326/0003-4819-156-11-201206050-00003","title":"Prediction of Heart Failure Mortality in Emergent Care","year":2012,"lang":"en","type":"article","venue":"Annals of Internal Medicine","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":268,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"Canadian Institutes of Health Research; Health Canada","keywords":"Medicine; Heart failure; Triage; Vital signs; Odds ratio; Emergency department; Internal medicine; Population; Confidence interval; Mortality rate; Multivariate analysis; Emergency medicine; Cardiology; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003739456,0.0001209936,0.000428958,0.0002087777,0.000008900177,6.954499e-7,0.00005395588,0.00005364676,0.0005403193],"category_scores_gemma":[0.0001115947,0.00008586031,0.00009763939,0.0001609786,0.00008313169,0.00008627529,0.00003325048,0.0001092192,0.000009562033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002500653,"about_ca_system_score_gemma":0.00001873869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001109903,"about_ca_topic_score_gemma":0.00009357587,"domain_scores_codex":[0.998724,0.00003819216,0.0005172491,0.0001215607,0.0003730937,0.000225943],"domain_scores_gemma":[0.9992988,0.0000247448,0.0001116486,0.0002311887,0.0001779862,0.0001555937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001395967,0.000301715,0.9358162,0.0003503891,0.0001769249,0.000007937729,0.00187962,0.00000137587,0.004705406,0.0002239065,0.05506513,0.001331767],"study_design_scores_gemma":[0.001616683,0.001341973,0.8788685,0.001269603,0.0001431492,0.00001280532,0.002268804,0.00001342653,0.02729164,0.00002813917,0.08708356,0.00006170697],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821693,0.002102655,0.00005846511,0.01200875,0.0003371854,0.0003485214,0.00001141895,0.00001712362,0.002946588],"genre_scores_gemma":[0.998319,0.0001605286,0.0003127156,0.0006327905,0.0003108006,0.00001355507,0.00002875072,0.000009592001,0.0002123215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05694772,"threshold_uncertainty_score":0.5916117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08541113769877581,"score_gpt":0.3687597441051761,"score_spread":0.2833486064064002,"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."}}