ArticleJAMA network open2020
Assessment of Second-Generation Diabetes Medication Initiation Among Medicare Enrollees From 2007 to 2015.
Article in JAMA network open, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
16 citing papers in PubMed, 22 citations in OpenAlex.
- Analyzing longitudinal antidiabetic medication patterns: a data-driven clustering framework.BMC medical informatics and decision making · 2026Article
- Practice Variation in Prescribing SGLT2-Inhibitors: A Population-Based Analysis from Alberta, Canada.CJC open · 2026Article
- Race and Ethnicity and Diffusion of Telemedicine in Medicaid for Schizophrenia Care After Onset of the COVID-19 Pandemic.JAMA network open · 2025Article
- Social determinants of health and newer glucose-lowering drugs adoption among US Medicare beneficiaries with type 2 diabetes.Journal of managed care & specialty pharmacy · 2024Article
- Care Gaps in Sodium-Glucose Cotransporter-2 Inhibitor and Renin Angiotensin System Inhibitor Prescriptions for Patients with Diabetic Kidney Disease.Journal of general internal medicine · 2023Article
- Changes in racial and ethnic disparities in glucose-lowering drug utilization and glycated haemoglobin A1c in US adults with diabetes: 2005-2018.Diabetes, obesity & metabolism · 2023Article
- Disparities in adoption of new diabetic therapies with cardiovascular benefits.Diabetes research and clinical practice · 2023Article
- Medication Bias During the Hospital-to-Family Transition Among Young and Middle-Aged Chinese Patients with Type 2 Diabetes: A Qualitative Study.Patient preference and adherence · 2023Article
- A new era for oral peptides: SNAC and the development of oral semaglutide for the treatment of type 2 diabetes.Reviews in endocrine & metabolic disorders · 2022Review
- Racial/ethnic and socioeconomic disparities in the use of newer diabetes medications in the Look AHEAD study.Lancet regional health. Americas · 2022Article
- Real-world national trends and socio-economic factors preference of sodium-glucose cotransporter-2 inhibitors and glucagon-like peptide-1 receptor agonists in China.Frontiers in endocrinology · 2022Article
- Patterns of Prescribing Sodium-Glucose Cotransporter-2 Inhibitors for Medicare Beneficiaries in the United States.Circulation. Cardiovascular quality and outcomes · 2021Article
- A Pharmacological and Clinical Overview of Oral Semaglutide for the Treatment of Type 2 Diabetes.Drugs · 2021Review
- The association of socioeconomic disadvantage and remoteness with receipt of type 2 diabetes medications in Australia: a nationwide registry study.Diabetologia · 2021Article
- Diabetes-Focused Health Care Utilization Among Adolescents and Young Adults With Type 1 Diabetes.Academic pediatricsArticle
- Association of Dipeptidyl Peptidase-4 Inhibitors with Glaucoma Risk in Patients with Type 2 Diabetes: A Nationwide Cohort Study.Ophthalmology scienceArticle
Corrections and comments
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Authors and funding
5 authors at 3 institutions in 1 country.
Funding
Abstract
Importance: Little is known about how new and expensive drugs diffuse into practice affects health care costs. Objective: To describe the variation in second-generation diabetes drug use among Medicare enrollees between 2007 and 2015. Design, Setting, and Participants: This population-based, cross-sectional study included data from 100% of Medicare Parts A, B, and D enrollees who first received diabetes drug therapy from January 1, 2007, to December 31, 2015. Patients with type 1 diabetes were excluded. Data were analyzed beginning in the spring of 2018, and revisions were completed in 2019. Exposures: For each patient, the initial diabetes drug choice was determined; drugs were classified as first generation (ie, approved before 2000) or second generation (ie, approved after 2000, including dipeptidyl peptidase 4 [DPP-4] inhibitors, glucagon-like peptide-1 [GLP-1] receptor agonists, and sodium-glucose cotransporter-2 [SGLT-2] inhibitors). Main Outcomes and Measures: The primary outcome was the between-practice variation in use of second-generation diabetes drugs between 2007 and 2015. Practices with use rates of second-generation diabetes drugs more than 1 SD above the mean were considered high prescribing, while those with use rates more than 1 SD below the mean were considered low prescribing. Results: Among 1 182 233 patients who initiated diabetes drug therapy at 42 977 practices between 2007 and 2015, 1 104 718 (93.4%) were prescribed a first-generation drug (mean [SD] age, 75.4 [6.7] years; 627 134 [56.8%] women) and 77 515 (6.6%) were prescribed a second-generation drug (mean [SD] age, 76.5 [7.2] years; 44 697 [57.7%] women). By December 2015, 22 457 practices (52.2%) had used DPP-4 inhibitors once, compared with 3593 practices (8.4%) that had used a GLP-1 receptor agonist once. Furthermore, 17 452 practices (40.6%) were using DPP-4 inhibitors in 10% of eligible patients, while 1286 practices (3.0%) were using GLP-1 receptor agonists in 10% of eligible patients, and SGLT-2 inhibitors, available after March 2013, were used at least once by 1716 practices (4.0%) and used in 10% of eligible patients by 872 practices (2.0%) by December 2015. According to Poisson random-effect regression models, beneficiaries in high-prescribing practices were more than 3-fold more likely to receive DPP-4 inhibitors (relative risk, 3.55 [95% CI, 3.42-3.68]), 24-fold more likely to receive GLP-1 receptor agonists (relative risk, 24.06 [95% CI, 14.14-40.94]) and 60-fold more likely to receive SGLT-2 inhibitors (relative risk, 60.41 [95% CI, 15.99-228.22]) compared with beneficiaries in low-prescribing practices. Conclusions and Relevance: These findings suggest that there was substantial between-practice variation in the use of second-generation diabetes drugs between 2007 and 2015, with a concentration of use among a few prescribers and practices responsible for much of the early diffusion.
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