{"id":"W1438952308","doi":"10.1503/cmaj.1150056","title":"Heart failure guidelines fail","year":2015,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute; Canadian Cardiovascular Society; University of Alberta","funders":"","keywords":"Heart failure; Ejection fraction; Medicine; Computer science; Cardiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002257746,0.0006274648,0.0007796146,0.000833035,0.001873661,0.00246702,0.001479251,0.0113929,0.04368875],"category_scores_gemma":[0.01374264,0.0003957568,0.0008451,0.0004136594,0.001295239,0.002534437,0.001386964,0.01406913,0.0302936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002166841,"about_ca_system_score_gemma":0.003168546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003563237,"about_ca_topic_score_gemma":0.01048331,"domain_scores_codex":[0.9978715,0.0005749279,0.0003007987,0.0001945934,0.0007914681,0.000266667],"domain_scores_gemma":[0.9930149,0.001954981,0.0005384412,0.0002318311,0.002446397,0.001813407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004923425,0.00001187129,0.0001586487,0.00004307391,0.000003255983,0.0003512227,0.00002530308,0.000009417537,0.00002584813,0.0009724404,0.9862068,0.01218735],"study_design_scores_gemma":[0.00003317838,0.00001940849,0.0008613557,0.0007207,0.000007671819,0.001679273,0.00008744533,0.00009288378,0.00003709993,0.002892816,0.9935541,0.00001420417],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003281163,0.01037053,0.0003920795,0.8794261,0.07560046,0.0000405228,0.0002489209,0.0001244412,0.0334689],"genre_scores_gemma":[0.005419505,0.01224655,0.0008273774,0.7675529,0.1663069,0.0001095547,0.0005720378,0.00009461465,0.0468707],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04368875,"threshold_uncertainty_score":0.1461534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02688713120429328,"score_gpt":0.2877782877962829,"score_spread":0.2608911565919896,"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."}}