{"id":"W3048948901","doi":"10.1016/j.jchf.2020.04.019","title":"Care Gaps in Adherence to Heart Failure Guidelines","year":2020,"lang":"en","type":"article","venue":"JACC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":101,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke; Montreal Heart Institute","funders":"Pfizer Canada","keywords":"Medicine; Heart failure; Ivabradine; Cardiac resynchronization therapy; Ejection fraction; Internal medicine; Cardiology; Atenolol; Spironolactone; Bisoprolol; Medical prescription; Blood pressure; Intensive care medicine; Heart rate; Pharmacology","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":[0.03709412,0.0001828763,0.0009149079,0.002431646,0.002879972,0.004648586,0.001930037,0.003991463,0.00837261],"category_scores_gemma":[0.2410439,0.0005923812,0.0009342631,0.003795929,0.001618938,0.005625849,0.004742437,0.006702399,0.0003799684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007792628,"about_ca_system_score_gemma":0.03135373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08407022,"about_ca_topic_score_gemma":0.09920537,"domain_scores_codex":[0.9437372,0.02527839,0.0105977,0.002611309,0.01047373,0.007301682],"domain_scores_gemma":[0.7411,0.1610261,0.04466877,0.004736841,0.02773101,0.02073728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002861638,0.001289264,0.4943669,0.001597884,0.0008226799,0.0009465953,0.02477677,0.0009549794,0.00008747936,0.03872092,0.1428541,0.2932962],"study_design_scores_gemma":[0.0003808552,0.0003142165,0.7342771,0.01938596,0.0006825392,0.001483831,0.06611257,0.005315172,0.0002238238,0.08374003,0.08782697,0.0002570532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2571572,0.02505947,0.001821208,0.664951,0.002445996,0.0001325673,0.001344029,0.00008496128,0.04700349],"genre_scores_gemma":[0.9566548,0.004212361,0.001979997,0.03492824,0.0007806748,0.0001309476,0.0006254085,0.00003932987,0.0006482028],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08407022,"threshold_uncertainty_score":0.1961748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04449027838642821,"score_gpt":0.3295648600068091,"score_spread":0.2850745816203809,"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."}}