{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004296964,0.0007520628,0.002092368,0.0004937965,0.0001878562,0.00008001033,0.0001039564,0.0006848324,0.0001416864],"category_scores_gemma":[0.00005156423,0.0005829808,0.0007681164,0.0005807703,0.00007345244,0.0005254113,0.00005048018,0.0005940932,0.000135543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005659519,"about_ca_system_score_gemma":0.0003405706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001671209,"about_ca_topic_score_gemma":0.0001552242,"domain_scores_codex":[0.9963842,0.0002064404,0.001090265,0.001027788,0.0006903126,0.0006010049],"domain_scores_gemma":[0.9978988,0.0001320668,0.0003878635,0.0009448405,0.0003347704,0.0003016233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001194929,0.002117287,0.5767102,0.04271367,0.002807119,0.000008545016,0.0003190772,0.00210525,0.000002113141,0.0004882595,0.2486064,0.1240026],"study_design_scores_gemma":[0.002390774,0.0002497437,0.0288006,0.004863734,0.00233413,0.000008464244,0.00002543228,0.001378228,3.265171e-7,0.00008905404,0.9593932,0.0004663114],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0132163,0.9206168,0.006194151,0.002876945,0.0007959983,0.05391463,0.001198714,0.0009929994,0.0001934453],"genre_scores_gemma":[0.04069005,0.8003362,0.1046482,0.000977857,0.00259282,0.01845441,0.02940354,0.001251572,0.001645376],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7107868,"threshold_uncertainty_score":0.9996622,"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."}}