Evidence mapPaperPMID 39703363Full record

ReviewJournal of the Endocrine Society2024

Disparities in Diabetes Technology Uptake in Youth and Young Adults With Type 1 Diabetes: A Global Perspective.

Rebecca Baqiyyah Conway, Janet Snell-Bergeon, Kyoko Honda-Kohmo, Anil Kumar Peddi, Salbiah Binti Isa, Shakira Sulong, Laurien Sibomana, Andrea Gerard Gonzalez, Jooyoun Song, Kate Elizabeth Lomax and 7 more

Erratum issuedAbstract readReview
In one paragraph

Review in Journal of the Endocrine Society, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 13 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
13citing papers in PubMed, 2 pooled it
field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

13 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. Article
  4. Observational
  5. Article
  6. Article
  7. Article
  8. Article
  9. Review
  10. Review
  11. Early Stages of Automated Insulin Delivery.Journal of diabetes science and technology · 2025
    Review
  12. Early Stages of Automated Insulin Delivery.Diabetes technology & therapeutics · 2025
    Review
  13. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

17 authors.

Rebecca Baqiyyah ConwayDepartment of Epidemiology, University of Colorado, Aurora, CO 80045, USA.ORCID https://orcid.org/0000-0002-6702-6729
Janet Snell-BergeonDepartment of Pediatrics, Barbara Davis Center for Diabetes, University of Colorado, Aurora, CO 80045, USA.ORCID https://orcid.org/0000-0002-9337-3740
Kyoko Honda-KohmoDivision of Preventative Healthcare, National Cerebral and Cardiovascular Center, Suita, Osaka 564-8565, Japan.
Anil Kumar PeddiTechnical Head, Cgenic Meditech Pvt Ltd, Gujarat 390020, India.
Salbiah Binti IsaUniversiti Sains Malaysia, Advanced Medical and Dental Institute, 130200 Pulau, Pinang, Malaysia.
Shakira SulongDivision of Medical Operations, Metro Sihat Sdn Bhd, 60000 Kuala Lumpur, Malaysia.
Laurien SibomanaDepartment of the Director, Pillar of Health, Pittsburgh, PA 15237, USA.
Andrea Gerard GonzalezDepartment of Pediatrics, Barbara Davis Center for Diabetes, University of Colorado, Aurora, CO 80045, USA.
Jooyoun SongDepartment of Psychiatry, Jooyoun's Psychiatry, 07938 Seoul, Korea.
Kate Elizabeth LomaxDepartment of Endocrinology and Diabetes, Perth Children's Hospital, Nedlands, WA 6909, Australia.
Ching-Nien LoGM Office, EPS BIO Technology Corp., Hsinchu 30076, Taiwan.
Wondong KimManagement (Including R&D Director), CareforU Co., Ltd., 14042 Anyang, Korea.
Aveni HaynesChildren's Diabetes Centre, Telethon Kids Institute, The University of Western Australia, Nedlands, WA 6909, Australia.
Martin de BockDepartment of Pediatrics, University of Otago, Christchurch 8140, New Zealand.
Marie-Anne BurckhardtUniversity Children's Hospital Basel UKBB, Pediatric Endocrinology and Diabetology, 4056 Basel, Switzerland.ORCID https://orcid.org/0000-0002-6274-5900
Savannah SchwabDepartment of Epidemiology, University of Colorado, Aurora, CO 80045, USA.
Kwanho HongManagement (Marketing & Development), CareforU Co., Ltd., 14042 Anyang, Korea.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Globally, nearly 9 million people are living with type 1 diabetes (T1D). Although the incidence of T1D is not affected by socioeconomic status, the development of complications and limited access to modern therapy is overrepresented in vulnerable populations. Diabetes technology, specifically continuous glucose monitoring and automated insulin delivery systems, are considered the gold standard for management of T1D, yet access to these technologies varies widely across countries and regions, and varies widely even within high-income countries. This review focuses on disparities in diabetes technology use among adolescents and young adults with T1D, barriers to access and use, and summarizes common themes emerging across countries and regions. We conducted a survey among medical technology manufacturers and physicians in various countries across diverse geographical regions and performed extensive literature searches. Across all countries and regions, economic barriers stand out as the largest and most common barriers, either preventing market penetrance of technology into a country or limiting its access to the individual with diabetes due to high out of pocket costs. Other common barriers include structural or accessibility barriers, such as stringent eligibility requirements by insurance providers, regardless of whether the insurance was private or government-based, and provider/individual level barriers. Based on the evidence presented, we suggest the need for a joint effort involving governments, private health insurers, technology manufacturers, and healthcare providers to address the global disparities of diabetic technology utilization and ensure equitable access for all individuals living with T1D worldwide.

Indexed as

automated insulin delivery systemcontinuous glucose monitorcontinuous subcutaneous insulin infusiondiabetes technologydisparitiestype 1 diabetes

Identifiers

PMID39703363
PMCPMC11655873

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.