Observational studyJAMA2021
Association of Real-time Continuous Glucose Monitoring With Glycemic Control and Acute Metabolic Events Among Patients With Insulin-Treated Diabetes.
Observational study in JAMA, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 3 registered trials, which are not on this map. Cited by 107 papers, 3 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Glucose Monitoring After Acute Myocardial Infarct in People With Diabetes
Improving Glucose Control and Self-Management in Adults With Type 2 Diabetes From Health Disparate Groups Using Continuous Glucose Monitoring and Education Support
Increasing Use of Continuous Glucose Monitors Among Patients With Type 2 Diabetes
Who cites it
107 citing papers in PubMed, 3 syntheses or guidelines pooled it, 174 citations in OpenAlex.
- Patient experiences of continuous glucose monitoring and sensor-augmented insulin pump therapy for diabetes: A systematic review of qualitative studies.Journal of diabetes · 2023Pooled it
- American Association of Clinical Endocrinology Clinical Practice Guideline: Developing a Diabetes Mellitus Comprehensive Care Plan-2022 Update.Endocrine practice : official journal of the American College of Endocrinology and the American Association of Clinical Endocrinologists · 2022Guideline
- Effect of divergent continuous glucose monitoring technologies on glycaemic control in type 1 diabetes mellitus: A systematic review and meta-analysis of randomised controlled trials.Diabetic medicine : a journal of the British Diabetic Association · 2022Pooled it
- A parallel randomised controlled trial of the Hypoglycaemia Awareness Restoration Programme for adults with type 1 diabetes and problematic hypoglycaemia despite optimised self-care (HARPdoc).Nature communications · 2022Trial
- Using technology to address disparities and promote healthcare equity in Type 1 Diabetes (EquiT1D) A nonrandomized clinical trial investigating solutions to low technology use.Journal of clinical & translational endocrinology · 2026Article
- Diabetes-related acute care utilization following initiation of automated insulin delivery (AID): A comparison of a disposable tubeless AID system and durable tubed systems.Journal of managed care & specialty pharmacy · 2026Article
- Real-time continuous glucose monitoring related to reductions in inpatient and emergency department encounters and their associated costs among non-insulin-treated people with type 2 diabetes.Journal of managed care & specialty pharmacy · 2026Article
- Continuous Glucose Monitoring and Long-Term Glycemic and Kidney Outcomes.JAMA network open · 2026Article
- Article
- Primary Care-Initiated Continuous Glucose Monitoring in Adults With Insulin-Treated Diabetes.JAMA network open · 2026Article
- Cost-effectiveness analysis comparing real-time continuous glucose monitoring with self-monitoring of blood glucose for patients with type 2 diabetes treated with insulin in Japan.Journal of diabetes investigation · 2026Article
- Cost-effectiveness analysis of Dexcom ONE+ real-time continuous glucose monitoring versus self-monitoring of blood glucose in people with type 2 diabetes in Aotearoa New Zealand.Diabetes, obesity & metabolism · 2026Article
- Personalised Approach to the Management of Older People with Type 2 Diabetes Mellitus-A Comprehensive Narrative Review.Journal of personalized medicine · 2026Review
- Evaluating the Cost-Effectiveness of Real-Time Continuous Glucose Monitoring Versus Self-Monitoring of Blood Glucose in the Treatment of Patients with Insulin-Treated Type 2 Diabetes in Australia.Advances in therapy · 2026Article
- The Expanding Role of Continuous Glucose Monitoring in the Management and Prevention of Type 2 Diabetes.Diabetes therapy : research, treatment and education of diabetes and related disorders · 2026Review
- 7. Diabetes Technology: Standards of Care in Diabetes-2026.Diabetes care · 2026Review
- Promoting Access to Continuous Glucose Monitoring among Patients with Type 2 Diabetes in Rural Areas: A Report from the Field.Journal of health care for the poor and underserved · 2026Article
- Characterizing Continuous Glucose Monitoring Prescription Patterns Between 2020 and 2024: A Retrospective Study at a Single Primary Care Facility in the United States.Journal of diabetes research · 2026Article
- Acceptability and usability of continuous glucose monitoring systems in older adults aged 75 years and older with diabetes.BMC geriatrics · 2025Article
- Cost-Utility of Real-Time Continuous Glucose Monitoring Versus Self-monitoring of Blood Glucose in People with Insulin-Treated Type 2 Diabetes in Sweden.Diabetes therapy : research, treatment and education of diabetes and related disorders · 2025Article
47 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
5 authors at 2 institutions in 1 country.
Funding
Abstract
Importance: Continuous glucose monitoring (CGM) is recommended for patients with type 1 diabetes; observational evidence for CGM in patients with insulin-treated type 2 diabetes is lacking. Objective: To estimate clinical outcomes of real-time CGM initiation. Design, Setting, and Participants: Exploratory retrospective cohort study of changes in outcomes associated with real-time CGM initiation, estimated using a difference-in-differences analysis. A total of 41 753 participants with insulin-treated diabetes (5673 type 1; 36 080 type 2) receiving care from a Northern California integrated health care delivery system (2014-2019), being treated with insulin, self-monitoring their blood glucose levels, and having no prior CGM use were included. Exposures: Initiation vs noninitiation of real-time CGM (reference group). Main Outcomes and Measures: Ten end points measured during the 12 months before and 12 months after baseline: hemoglobin A1c (HbA1c); hypoglycemia (emergency department or hospital utilization); hyperglycemia (emergency department or hospital utilization); HbA1c levels lower than 7%, lower than 8%, and higher than 9%; 1 emergency department encounter or more for any reason; 1 hospitalization or more for any reason; and number of outpatient visits and telephone visits. Results: The real-time CGM initiators included 3806 patients (mean age, 42.4 years [SD, 19.9 years]; 51% female; 91% type 1, 9% type 2); the noninitiators included 37 947 patients (mean age, 63.4 years [SD, 13.4 years]; 49% female; 6% type 1, 94% type 2). The prebaseline mean HbA1c was lower among real-time CGM initiators than among noninitiators, but real-time CGM initiators had higher prebaseline rates of hypoglycemia and hyperglycemia. Mean HbA1c declined among real-time CGM initiators from 8.17% to 7.76% and from 8.28% to 8.19% among noninitiators (adjusted difference-in-differences estimate, -0.40%; 95% CI, -0.48% to -0.32%; P < .001). Hypoglycemia rates declined among real-time CGM initiators from 5.1% to 3.0% and increased among noninitiators from 1.9% to 2.3% (difference-in-differences estimate, -2.7%; 95% CI, -4.4% to -1.1%; P = .001). There were also statistically significant differences in the adjusted net changes in the proportion of patients with HbA1c lower than 7% (adjusted difference-in-differences estimate, 9.6%; 95% CI, 7.1% to 12.2%; P < .001), lower than 8% (adjusted difference-in-differences estimate, 13.1%; 95% CI, 10.2% to 16.1%; P < .001), and higher than 9% (adjusted difference-in-differences estimate, -7.1%; 95% CI, -9.5% to -4.6%; P < .001) and in the number of outpatient visits (adjusted difference-in-differences estimate, -0.4; 95% CI, -0.6 to -0.2; P < .001) and telephone visits (adjusted difference-in-differences estimate, 1.1; 95% CI, 0.8 to 1.4; P < .001). Initiation of real-time CGM was not associated with statistically significant changes in rates of hyperglycemia, emergency department visits for any reason, or hospitalizations for any reason. Conclusions and Relevance: In this retrospective cohort study, insulin-treated patients with diabetes selected by physicians for real-time continuous glucose monitoring compared with noninitiators had significant improvements in hemoglobin A1c and reductions in emergency department visits and hospitalizations for hypoglycemia, but no significant change in emergency department visits or hospitalizations for hyperglycemia or for any reason. Because of the observational study design, findings may have been susceptible to selection bias.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.