{"id":"W2990208812","doi":"10.1002/ejhf.1655","title":"Heart Failure Treatment and the Art of Medical Decision Making","year":2019,"lang":"en","type":"review","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta","funders":"National Institutes of Health; Heart and Stroke Foundation of Canada; Sanofi; AstraZeneca; CSL Limited; Servier; Alberta Health Services; Amgen; Pfizer; Bristol-Myers Squibb","keywords":"Medicine; Heart failure; Intensive care medicine; Clinical decision making; Medical decision making; MEDLINE; Cardiology; Medical emergency","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0950802,0.0009530344,0.002908406,0.002677957,0.006577042,0.02226882,0.005575527,0.0141815,0.01273144],"category_scores_gemma":[0.1843596,0.00110256,0.001624529,0.002226004,0.04358944,0.02076701,0.01057919,0.03593713,0.002911568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01163518,"about_ca_system_score_gemma":0.02546234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005668529,"about_ca_topic_score_gemma":0.005546778,"domain_scores_codex":[0.9153734,0.06247382,0.004305516,0.004322618,0.01054357,0.002981122],"domain_scores_gemma":[0.7315173,0.2256817,0.008941538,0.006673892,0.01366712,0.01351848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000188284,0.0002330037,0.002011425,0.001450955,0.0003872702,0.0005077741,0.004530863,0.002961171,0.0001282079,0.4594452,0.3174042,0.2107516],"study_design_scores_gemma":[0.00007907272,0.00006421214,0.0005003368,0.004139631,0.00003465363,0.0002750728,0.001417491,0.001063275,0.00007278001,0.8217192,0.1705222,0.0001119244],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0006802095,0.03856521,0.007664612,0.9387407,0.004508829,0.00003949041,0.00005036215,0.00003725753,0.009713218],"genre_scores_gemma":[0.1939447,0.2121867,0.04244389,0.4755885,0.06834953,0.0006175052,0.0003551499,0.0002605479,0.006253418],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0950802,"threshold_uncertainty_score":0.5028382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04141410526786353,"score_gpt":0.3429146165448744,"score_spread":0.3015005112770108,"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."}}