{"id":"W3217743682","doi":"10.1161/circ.144.suppl_1.11716","title":"Abstract 11716: The Impact of a Virtual Multi-Disciplinary Heart Failure Optimization Program on Achievement of Guideline-Directed Therapy","year":2021,"lang":"en","type":"article","venue":"Circulation","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cambridge Cardiac Care Centre; University of Ottawa","funders":"","keywords":"Medicine; Heart failure; Guideline; Ejection fraction; Internal medicine; Cardiology; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002486456,0.0002698947,0.0003625463,0.0002768167,0.0007285595,0.001046036,0.0006340034,0.0004741109,0.004491659],"category_scores_gemma":[0.005011021,0.000174894,0.0004954353,0.0002358975,0.0002733149,0.0005068608,0.00164818,0.0006292654,0.0003826394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001108264,"about_ca_system_score_gemma":0.00321997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003244577,"about_ca_topic_score_gemma":0.004511336,"domain_scores_codex":[0.9980652,0.001233574,0.00009615925,0.0001738441,0.0001791181,0.0002522744],"domain_scores_gemma":[0.9948891,0.0009884998,0.0005804217,0.0002561704,0.0003347646,0.002951007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01922857,0.1162065,0.3598848,0.0005191053,0.0005937722,0.0003614013,0.001316139,0.004968631,0.002646456,0.0003945381,0.01158538,0.4822947],"study_design_scores_gemma":[0.009470071,0.09810522,0.8700613,0.0002657022,0.0003986328,0.0003053749,0.001639057,0.01109452,0.001774451,0.0002666943,0.006552814,0.00006620104],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974017,0.00007956545,0.0002557313,0.0003276903,0.00003549541,0.0003139237,0.0001148153,0.00004785895,0.001423281],"genre_scores_gemma":[0.9965014,0.00007276986,0.002038105,0.0002514172,0.00005287676,0.0004239919,0.0002517543,0.000009751729,0.0003979684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004491659,"threshold_uncertainty_score":0.01502609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03934950028750984,"score_gpt":0.3532780457351347,"score_spread":0.3139285454476249,"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."}}