{"id":"W4409283716","doi":"10.2337/dc24-2746","title":"Association of Patient Cost Sharing With Adherence to GLP-1RA and Adverse Health Outcomes","year":2025,"lang":"en","type":"article","venue":"Diabetes Care","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Minority Health and Health Disparities; National Center for Advancing Translational Sciences; National Institutes of Health; National Institute of Diabetes and Digestive and Kidney Diseases; National Heart, Lung, and Blood Institute; Georgia Clinical and Translational Science Alliance; York University; American Heart Association","keywords":"Medicine; Quartile; Odds ratio; Rate ratio; Retrospective cohort study; Diabetes mellitus; Adverse effect; Incidence (geometry); Internal medicine; Type 2 diabetes; Cohort; Cohort study; Emergency department; Emergency medicine; Confidence interval; Endocrinology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006453526,0.00006762796,0.0002142417,0.00005507092,0.00003478685,0.000004907124,0.00004860175,0.00002813872,0.00007434945],"category_scores_gemma":[0.0001125844,0.00005387862,0.00002022294,0.0001781829,0.00001433273,0.00002958987,0.00003223805,0.00006517066,0.00003873221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001123663,"about_ca_system_score_gemma":0.000109564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003395286,"about_ca_topic_score_gemma":0.00003270799,"domain_scores_codex":[0.9993485,0.00001269991,0.0001661396,0.0001589125,0.0001741535,0.0001396239],"domain_scores_gemma":[0.9994251,0.00004187918,0.000109141,0.0001684699,0.0001606588,0.00009474663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009798304,0.00001738407,0.9687299,0.0002416201,0.00003111642,3.115515e-7,0.0007679888,0.000002575913,0.00004484327,0.00006783172,0.001595713,0.0284909],"study_design_scores_gemma":[0.0007120492,0.0004391019,0.9879944,0.0009212453,0.00003265404,8.998141e-8,0.003143268,0.00004010564,0.0007515277,0.00002057511,0.005882124,0.0000628158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945961,0.0002982098,0.00003374401,0.002178596,0.00006734195,0.0005040316,0.00001764613,0.00002218175,0.002282185],"genre_scores_gemma":[0.9943105,0.00001871019,0.0003911843,0.003670148,0.000006638798,0.00007504136,0.00002291132,0.000004081909,0.001500789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02842809,"threshold_uncertainty_score":0.2197106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0163319599609402,"score_gpt":0.3030739400507856,"score_spread":0.2867419800898454,"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."}}