{"id":"W2624368329","doi":"10.1161/circheartfailure.112.000043","title":"Risk Prediction Models for Mortality in Ambulatory Patients With Heart Failure","year":2013,"lang":"en","type":"review","venue":"Circulation Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":184,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University Health Network","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Heart failure; Population; Framingham Risk Score; Ambulatory; Internal medicine; Ejection fraction; MEDLINE; Cardiology; Intensive care medicine; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0318923,0.00167824,0.003381285,0.01114097,0.0003117711,0.002745094,0.002912609,0.001648851,0.002496616],"category_scores_gemma":[0.1318546,0.000625274,0.006978237,0.007447396,0.0005843894,0.00232521,0.0009536403,0.001806907,0.0004738089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001670421,"about_ca_system_score_gemma":0.002275341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005720822,"about_ca_topic_score_gemma":0.005112065,"domain_scores_codex":[0.9823153,0.01104835,0.003178403,0.001052537,0.00227845,0.000127016],"domain_scores_gemma":[0.822744,0.161864,0.009718582,0.001298007,0.004148436,0.0002269889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.002672082,0.0005032012,0.1691318,0.1955487,0.05763486,0.0009067827,0.001324406,0.06115377,0.0003158733,0.0120843,0.02372008,0.4750043],"study_design_scores_gemma":[0.004618703,0.003788084,0.1683391,0.2693979,0.1200639,0.004218454,0.001706358,0.2493012,0.00154892,0.09492607,0.08115559,0.0009359226],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04300919,0.8944698,0.04161974,0.005859031,0.0007421197,0.0009576382,0.008384282,0.0004533191,0.004504856],"genre_scores_gemma":[0.5647594,0.3401117,0.07821773,0.00200285,0.001686936,0.003351348,0.008960927,0.0001182054,0.0007907896],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0318923,"threshold_uncertainty_score":0.1686646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04182465430935309,"score_gpt":0.3019665099271748,"score_spread":0.2601418556178217,"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."}}