{"id":"W4365997994","doi":"10.1093/eurheartj/ehad150","title":"Multi-level implementation strategies to improve uptake of evidence-based therapies in heart failure","year":2023,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; Impact; McMaster University","funders":"","keywords":"Medicine; Heart failure; Intensive care medicine; Cardiology; Internal medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03088513,0.001255291,0.002409205,0.00371515,0.0006092574,0.003691111,0.002163808,0.002874364,0.008250373],"category_scores_gemma":[0.08172568,0.0006412196,0.004016951,0.003132936,0.0006938934,0.004102843,0.003213799,0.002916426,0.0005869466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003713662,"about_ca_system_score_gemma":0.0140162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005934146,"about_ca_topic_score_gemma":0.009320415,"domain_scores_codex":[0.9775597,0.0132263,0.004322491,0.001066248,0.002858825,0.0009664642],"domain_scores_gemma":[0.9497427,0.039125,0.005650692,0.001018599,0.003674485,0.0007884756],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000408661,0.0006249616,0.002603838,0.2285787,0.004304789,0.00005971185,0.0009831192,0.001326128,0.0002746912,0.00771459,0.007196991,0.7459236],"study_design_scores_gemma":[0.0020026,0.001182086,0.01419509,0.8047211,0.01344647,0.0001737261,0.00095929,0.0019314,0.001036156,0.007236167,0.1530226,0.0000933213],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.006788458,0.9616653,0.004251574,0.01873147,0.0008774383,0.002296456,0.0004626667,0.000146543,0.004780073],"genre_scores_gemma":[0.1328614,0.8069401,0.03549052,0.0167934,0.00101253,0.005340961,0.0006019826,0.00006454183,0.0008945902],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9691149,"threshold_uncertainty_score":0.1633381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6965046171329872,"score_gpt":0.5018617479025311,"score_spread":0.194642869230456,"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."}}