{"id":"W4404302537","doi":"10.1161/circ.150.suppl_1.4136009","title":"Abstract 4136009: Adherence and Persistence to Guideline-Directed Medical Therapy in Patients with Heart Failure: A Systematic Review and Meta-Analysis","year":2024,"lang":"en","type":"review","venue":"Circulation","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine; Medical therapy; Heart failure; Guideline; Intensive care medicine; Meta-analysis; Persistence (discontinuity); Systematic review; MEDLINE; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01815018,0.002596755,0.02019657,0.009334802,0.0006674601,0.003977794,0.002182947,0.00247215,0.004371922],"category_scores_gemma":[0.04415823,0.001360984,0.03244567,0.01112113,0.0008173855,0.002524633,0.00164655,0.001981366,0.0003361152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002862331,"about_ca_system_score_gemma":0.005323687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008211716,"about_ca_topic_score_gemma":0.01483993,"domain_scores_codex":[0.9870645,0.005899032,0.004237025,0.0009605819,0.001526332,0.0003124237],"domain_scores_gemma":[0.9739092,0.01957126,0.004042549,0.0005845689,0.001658987,0.0002334968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0008397466,0.0000197817,0.002854387,0.5923296,0.3910016,0.000109071,0.00008922091,0.0003624435,0.0001479004,0.0001360762,0.0007185028,0.01139173],"study_design_scores_gemma":[0.000456308,0.0001566171,0.003667688,0.07899193,0.9142455,0.00009426893,0.00005402058,0.0002420017,0.0001016847,0.0002358683,0.001727749,0.00002633453],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003041447,0.9943597,0.0006220362,0.0002716609,0.0001449298,0.0005333441,0.0007401601,0.00003324778,0.0002536354],"genre_scores_gemma":[0.1027968,0.8890467,0.003205192,0.00082351,0.0003026529,0.00237787,0.001054386,0.00003521984,0.0003577241],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02019657,"threshold_uncertainty_score":0.09598845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0881835295887404,"score_gpt":0.3544269605009004,"score_spread":0.2662434309121601,"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."}}