{"id":"W2007306987","doi":"10.1007/s40266-013-0105-9","title":"Medication Management of Chronic Heart Failure in Older Adults","year":2013,"lang":"en","type":"review","venue":"Drugs & Aging","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Heart failure; Pharmacotherapy; Intensive care medicine; Disease management; Chronic disease; Gerontology; Pediatrics; Internal medicine; Disease","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003004106,0.0003472673,0.001270094,0.0004311781,0.00002604089,0.00001322146,0.0001347749,0.0001487495,0.0004237845],"category_scores_gemma":[0.000004565668,0.0002680318,0.0002827382,0.0003853812,0.00003631403,0.00007522858,0.0001192905,0.0002669063,0.0003811539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004199911,"about_ca_system_score_gemma":0.0001163721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001363764,"about_ca_topic_score_gemma":0.00002601966,"domain_scores_codex":[0.9980595,0.00007144987,0.0006728832,0.0004498899,0.0003928072,0.0003535213],"domain_scores_gemma":[0.999051,0.00003948568,0.0002167192,0.0005506502,0.00003422457,0.0001079552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001981227,0.0001644854,0.00003430216,0.05353781,0.0002578388,0.00002876226,0.000328118,1.507727e-7,9.831827e-8,0.00014987,0.01596018,0.9295364],"study_design_scores_gemma":[0.001087907,0.00003802127,0.0001193932,0.07943493,0.0009371805,0.00000862159,0.0001773285,0.00001849362,0.000001474846,0.000004339071,0.9179992,0.0001730797],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007740136,0.9924135,0.00002617335,0.001936015,0.0001437079,0.003410664,0.00000269687,0.00006252134,0.001927344],"genre_scores_gemma":[0.0006156823,0.9940739,0.00207709,0.00006821417,0.0001594057,0.0006326117,0.0002925493,0.0000524865,0.002028104],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9293633,"threshold_uncertainty_score":0.9999772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01517150507749122,"score_gpt":0.3085767799561803,"score_spread":0.2934052748786891,"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."}}