ArticleArchives of internal medicine research2026
Outcomes of Diabetes Management with Continuous Glucose Monitoring Technology.
Article in Archives of internal medicine research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
1 citing paper in PubMed.
- Cardiometabolic Effects of Traditional South Asian Diets and the Growing Burden of Metabolic Syndrome.Archives of internal medicine research · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
Abstract
Diabetes mellitus is a chronic metabolic disorder that imposes a global economic burden. Type 1 diabetes mellitus (T1DM) results from autoimmune destruction of pancreatic β-cells, while type 2 diabetes mellitus (T2DM) is characterized primarily by peripheral insulin resistance with progressive β-cell dysfunction. Despite advances in pharmacologic and self-monitoring therapies, many patients fail to achieve recommended glycemic targets. Continuous glucose monitoring (CGM) has emerged as a transformative technology with the potential to address persistent gaps in diabetes management. This review critically synthesizes the current literature on CGM-associated clinical outcomes, cost implications, and technological limitations across major commercial platforms-Dexcom, Medtronic, and FreeStyle Libre-and examines future directions in CGM innovation. A comprehensive review of randomized controlled trials, prospective cohort studies, real-world registries, and meta-analyses was performed to evaluate CGM use in T1DM and T2DM populations across pediatric, adult, and older adult cohorts. Outcomes assessed included HbA1c, time in range (TIR), hypoglycemic events, healthcare utilization, cost, patient-reported outcomes, and adverse effects. CGM use was consistently associated with improvements in glycemic control, with HbA1c reductions ranging from approximately 0.4% to 1.5% across studies, and the greatest benefits observed in patients with higher baseline HbA1c. Hypoglycemic events were substantially reduced, including a 72% reduction reported in the HypoDE trial and reductions of up to 79% in the DIAMOND trial. CGM use was also associated with increased TIR, decreased glycemic variability, and reduced rates of diabetic ketoacidosis hospitalizations and emergency department visits, yielding meaningful cost offsets despite higher upfront device costs. Patient-reported outcomes-including treatment satisfaction, self-efficacy, and quality of life-improved consistently across studies. Among the major platforms, Dexcom systems demonstrated robust evidence in both T1DM and T2DM populations; Medtronic's MiniMed 780G achieved mean TIR values approaching 78.8% with optimal settings through automated insulin delivery; and FreeStyle Libre demonstrated particular value in T2DM populations on basal insulin or non-insulin therapy. Limitations included dermatologic complications, sensor lag during rapid glycemic change, alarm fatigue, accuracy variability across the hypoglycemic range, and procedural and mechanical issues. CGM technology has fundamentally reshaped contemporary diabetes care, with consistent and reproducible benefits across glycemic, economic, and patient-centered domains in both T1DM and T2DM populations. While important device-related and patient-centered limitations persist, the cumulative evidence support broader integration of CGM into routine diabetes management. Continued innovation in sensor accuracy, automated insulin delivery, and data analytics-combined with improved access and equitable reimbursement-will be essential to fully realize the potential of CGM for the growing global diabetes population.
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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 Socratic graph.