{"id":"W2072357817","doi":"10.1001/jama.290.19.2581","title":"Predicting Mortality Among Patients Hospitalized for Heart Failure","year":2003,"lang":"en","type":"article","venue":"JAMA","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":1270,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; Sunnybrook Health Science Centre; University Health Network","funders":"","keywords":"Medicine; Internal medicine; Heart failure; Odds ratio; Cohort; Retrospective cohort study; Mortality rate; Confidence interval; Cohort study","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008273172,0.0005188207,0.0003287958,0.0005617801,0.0003153918,0.0007536106,0.0005102701,0.0004000506,0.0009910781],"category_scores_gemma":[0.004726926,0.000129898,0.0003119427,0.000435642,0.0002235632,0.0002763873,0.0003511374,0.0005926939,0.0001602846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001078242,"about_ca_system_score_gemma":0.00193278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08725616,"about_ca_topic_score_gemma":0.08735011,"domain_scores_codex":[0.9997684,0.00007450478,0.00001684352,0.00004645897,0.00004840173,0.00004541816],"domain_scores_gemma":[0.9991436,0.0002874671,0.0002145026,0.00003819054,0.0001840298,0.0001321784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007116837,0.00004164836,0.9947351,0.00001109792,0.00005426564,0.00003789754,0.0000322152,0.001080965,0.00004542915,0.00002279277,0.0005138493,0.003353588],"study_design_scores_gemma":[0.00004967826,0.0001326785,0.947805,0.0000499641,0.0001040457,0.0002089647,0.0002948021,0.0503922,0.0001034322,0.0003137386,0.000534486,0.00001099609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969639,0.0002778616,0.0009477375,0.0006171088,0.0000203486,0.00002563576,0.0006438769,0.00002233638,0.0004812434],"genre_scores_gemma":[0.9986227,0.0001075104,0.0004645284,0.00003854426,0.00001934183,0.00001271096,0.0006302436,0.000001420974,0.0001031074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08725616,"threshold_uncertainty_score":0.1734965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01418827317079038,"score_gpt":0.2709740386657153,"score_spread":0.2567857654949249,"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."}}