{"id":"W4389958644","doi":"10.1161/circ.148.suppl_1.15684","title":"Abstract 15684: Adherence and Persistence to SGLT2 Inhibitors in Patients With Heart Failure","year":2023,"lang":"en","type":"article","venue":"Circulation","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre; Institute for Clinical Evaluative Sciences","funders":"","keywords":"Medicine; Empagliflozin; Persistence (discontinuity); Dapagliflozin; Medical prescription; Diabetes mellitus; Cumulative incidence; Internal medicine; Cohort; Canagliflozin; Heart failure; Population; Retrospective cohort study; Incidence (geometry); Medication adherence; Cohort study; Intensive care medicine; Emergency medicine; Type 2 diabetes; Pharmacology; Endocrinology; Environmental health","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":[0.0008686309,0.000189059,0.0002700965,0.0005512118,0.0005553921,0.0007372614,0.0004840679,0.0003876958,0.002034463],"category_scores_gemma":[0.002331273,0.0001565142,0.0003955041,0.001457088,0.0002924886,0.0003844148,0.0003769908,0.0005281279,0.0002897691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001266098,"about_ca_system_score_gemma":0.001500193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1135359,"about_ca_topic_score_gemma":0.1195976,"domain_scores_codex":[0.9993836,0.00006329693,0.0001047984,0.0001084597,0.00023393,0.0001058703],"domain_scores_gemma":[0.9980553,0.0001748797,0.001064623,0.00009185733,0.0003379457,0.0002753985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003012034,0.00001234625,0.9992602,0.000009909245,0.000014091,0.00001043228,0.00003251838,0.00001614534,0.00001761788,0.00000422536,0.00008544272,0.0005069551],"study_design_scores_gemma":[0.000003274528,0.00002338267,0.9996974,0.000007573055,0.000008349633,0.00002990167,0.00005035031,0.00006545422,0.000008181283,0.000004887863,0.0001001145,0.000001198485],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995952,0.0002574591,0.00007553916,0.000111138,0.000007724822,0.00002482892,0.002806958,0.000004486691,0.0007599097],"genre_scores_gemma":[0.998026,0.0001025104,0.00009488698,0.00003452462,0.00001269889,0.00002068089,0.001347299,0.000001303378,0.0003599582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1135359,"threshold_uncertainty_score":0.22575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01682227010328593,"score_gpt":0.2318500903071418,"score_spread":0.2150278202038559,"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."}}