{"id":"W4385264261","doi":"10.1161/circheartfailure.122.010278","title":"DASH-HF Study: A Pragmatic Quality Improvement Randomized Implementation Trial for Patients With Heart Failure With Reduced Ejection Fraction","year":2023,"lang":"en","type":"article","venue":"Circulation Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research; Institute for Clinical Evaluative Sciences; Western University","funders":"National Center for Advancing Translational Sciences; National Heart, Lung, and Blood Institute","keywords":"Medicine; Guideline; Ejection fraction; Heart failure; Randomized controlled trial; Veterans Affairs; Physical therapy; Emergency medicine; Medical prescription; Intensive care medicine; Internal medicine; Nursing","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":[0.001564814,0.0003980913,0.0009764325,0.0004433393,0.0004149757,0.0001217264,0.00005358642,0.0001329963,0.0001932286],"category_scores_gemma":[0.0001899949,0.0002952355,0.000248435,0.0008289358,0.00005625829,0.0004831355,0.00002867945,0.0001902876,0.00008151051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000379432,"about_ca_system_score_gemma":0.0001823399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002371004,"about_ca_topic_score_gemma":0.0003917793,"domain_scores_codex":[0.9964807,0.0003985696,0.0009128908,0.0007417932,0.0009819586,0.000484063],"domain_scores_gemma":[0.9980415,0.0003320587,0.0003882289,0.0005411122,0.0005119335,0.0001852245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.4857693,0.005336,0.4288873,0.00106853,0.002823102,0.000006925241,0.002231181,0.0004977541,0.004790405,0.0003705051,0.06366882,0.004550152],"study_design_scores_gemma":[0.8080727,0.005773385,0.1511669,0.0001407182,0.001338421,0.000003483884,0.004998909,0.000599314,0.0002918348,0.000104064,0.02702474,0.0004854799],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9586327,0.000003270766,0.002855353,0.01139451,0.0002383298,0.02638968,0.00002450559,0.000434884,0.00002673067],"genre_scores_gemma":[0.9861044,0.000001229142,0.006152867,0.000236749,0.0002943564,0.00490826,0.0020267,0.00007209741,0.0002033597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3223035,"threshold_uncertainty_score":0.99995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02304903024210789,"score_gpt":0.3390744293507077,"score_spread":0.3160253991085998,"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."}}