Glucagon use by U.S. adults with type 1 and type 2 diabetes
Open accessAbstract
The American Diabetes Association recommends that all patients at risk for hypoglycemia be prescribed glucagon. Despite this recommendation, there is evidence that prescription rates are lower than expected for patients with type 1 and type 2 diabetes. This study investigated prescription patterns for glucagon among de-identified administrative claims from OptumLabs® Data Warehouse for prescriptions between January 1, 2014 and December 31, 2014 among pharmacologically treated type 1 and 2 diabetes patients. We find that glucagon was rarely filled by patients with type 1 and type 2 diabetes, including fewer than 5% of patients with prior hypoglycemia requiring emergency healthcare utilization. Among patients with type 1 diabetes, glucagon fills were unpredictable and not targeted to highest risk patients.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Appropriate glucagon prescribing is very low in current practice.
“For these individuals, clinicians should routinely review their access to glucagon, as appropriate glucagon prescribing is very low in current practice (140-142).”
From 6. Glycemic Goals, Hypoglycemia, and Hyperglycemic Crises: Standards of Care in Diabetes-2026. (2026) · cites this paper as [140]
The Results and Discussion report that glucagon was rarely filled in the studied population, including by fewer than 5% of patients with prior hypoglycemia requiring emergency care. But the study measured prescriptions filled, not all prescriptions written, and the Discussion cautions that its 2014 data may not reflect current practice. (LLM, conf=0.88)
Experimental — accuracy not yet measuredAppropriate glucagon prescribing is low.
“Clinicians should routinely review the individual's access to glucagon, as appropriate glucagon prescribing is low (191)(192)(193).”
From 9. Pharmacologic Approaches to Glycemic Treatment: Standards of Care in Diabetes—2025 (2025) · cites this paper as [192]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
The citation lists haven’t been fetched yet
References 8 · Cited by 27
Research works printed but not linked: 1
- [5]OptumLabs and OptumLabs Data Warehouse (OLDW) Descriptions and Citation.. In: OptumLabs, ed. Cambridge, MA 2019.
- Authors
- Kahn, P. A., Liu, S., McCoy, R., Gabbay, R. A., & Lipska, K.
- Affiliations
- Yale University (US)
- Mayo Clinic (US)
- Joslin Diabetes Center (US)
- Yale New Haven Hospital (US)
- Corresponding author
- Lipska, Kasia
- Venue
- Journal of Diabetes and its Complications
- Publisher
- Elsevier BV
- Published
- 2021-05
- Volume
- 35
- Issue
- 5
- Pages
- 107882
- ISSN
- 0891-6632 (ISSN-L)
- 1056-8727
- PMC
- PMC8054027
- OpenAlex
- W3128015534
- Cited by
- 27
- References
- 8
- Citations by year
- 2025: 7 · 2024: 4 · 2023: 12 · 2022: 4
- FWCI
- 3.73
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Journal of Diabetes and its Complications (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- Centers for Medicare and Medicaid Services
- National Institutes of Health
- National Institute of Diabetes and Digestive and Kidney Diseases (K23DK114497)
- National Institute on Aging
- American Federation for Aging Research (K23AG048359)
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Treatment and Management
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
- Keywords
- glucagon, type 1 diabetes, type 2 diabetes, hypoglycemia, prescribing patterns, medication utilization, risk stratification
- MeSH terms
- Adult, Diabetes Mellitus, Type 1, Diabetes Mellitus, Type 2, Glucagon, Humans, Hypoglycemia, Hypoglycemic Agents, Retrospective Studies, United States
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review