Evidence map›Paper›PMID 40302106›Full record

ArticleDiabetes, obesity & metabolism2025

Social disadvantage and technology use among adults with type 1 diabetes in Quebec: A cross-sectional study using data from the Canadian T1D (BETTER) Registry.

Parisa Khodabandehloo, Patience Fakembe, Joyeuse Senga, Rayzel Shulman, Lorraine L Lipscombe, Holly O Witteman, Ananya Banerjee, Justin Presseau, Meranda Nakhla, Maman Joyce Dogba and 7 more

Abstract read
In one paragraph

Article in Diabetes, obesity & metabolism, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed, 1 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

4 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. Article
  4. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

17 authors.

Parisa KhodabandehlooLunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada.
Patience FakembeLunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada.
Joyeuse SengaLunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada.
Rayzel ShulmanDivision of Endocrinology, The Hospital for Sick Children, Toronto, Ontario, Canada.
Lorraine L LipscombeDepartment of Medicine, University of Toronto, Toronto, Ontario, Canada.
Holly O WittemanDepartment of Family and Emergency Medicine, Faculty of Medicine, Laval University, Quebec City, Quebec, Canada.
Ananya BanerjeeDalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.
Justin PresseauMethodological and Implementation Research, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada.
Meranda NakhlaDepartment of Pediatrics, Division of Endocrinology, McGill University Health Centre, Montreal, Quebec, Canada.
Maman Joyce DogbaDepartment of Family and Emergency Medicine, Faculty of Medicine, Laval University, Quebec City, Quebec, Canada.
Leif Erik LovblomIHPME, University of Toronto, Toronto, Ontario, Canada.ORCID 0000-0002-6774-8924
Rémi Rabasa-LhoretMontreal Institute for Clinical Research (IRCM), Montreal, Quebec, Canada.ORCID 0000-0003-4706-5170
Anne-Sophie BrazeauFaculty of Agricultural and Environmental Sciences, School of Human Nutrition, McGill University, Montreal, Quebec, Canada.ORCID 0000-0002-2699-2920
Adhiyat NajamPatient Partner - Person With Lived Type 1 Diabetes Experience, Toronto, Ontario, Canada.
Wajeeha CheemaPatient Partner - Person With Lived Type 1 Diabetes Experience, Toronto, Ontario, Canada.
Christine MacGibbonPatient Partner - Person With Lived Type 1 Diabetes Experience, Toronto, Ontario, Canada.
Alanna WeismanLunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada.ORCID 0000-0003-3778-653X

Funding

Breakthrough T1D 4-SRA-2018-651-Q-RBreakthrough T1D Canada 4-SRA-2024-1468-S-NCIHR PJM185762Diabetes Canada OG-3-22-5621-AWEli Lilly & CoNovo NordiskPartnership On Innovative Clinical Trial Multi-Year GrantSanofiStrategy Patient-Oriented Research JT1-157204
6 · The paper itself

Abstract

aimsWe evaluated associations between social disadvantage and insulin pump and continuous glucose monitor (CGM) use among adults with type 1 diabetes (T1D) in Quebec, Canada, where public funding is available for CGM but not for insulin pumps. MATERIALS AND

methodsWe conducted a cross-sectional analysis using self-reported survey data collected from April 2019 to October 2023. Primary exposures were social disadvantage indicators (Race, income, education, employment, insurance, immigration, rural/urban location). Primary outcomes were insulin pump and CGM use. Logistic regression was used to assess associations between social disadvantage indicators and the odds of insulin pump and CGM use.

resultsAmong 2380 adults with T1D, 37.4% used insulin pumps and 82.5% used CGM. Insulin pump use was lower among those with income <$80 000 (odds ratio [OR] 0.64 [95% confidence interval 0.50-0.82]), no post-secondary education (OR 0.62 [0.46-0.85]), non-White Race (OR 0.47 [0.30-0.73]) and public insurance (OR 0.47 [0.35-0.62]). CGM use was lower only among those with income <$80 000 (OR 0.61 [0.45-0.83]) and public insurance (OR 0.61 [0.45-0.83]). Odds of insulin pump and CGM use were successively lower with an increasing number of social disadvantage indicators. Insulin pump and CGM use were both associated with lower HbA1c but not severe hypoglycaemia or diabetes hospitalisation.

conclusionsSocial disadvantage is associated with lower uptake of insulin pumps and CGM among Quebec adults with T1D, though public funding partially mitigates disparities in CGM use. Given the benefits and increasing recommendations for automated insulin delivery, strategies to increase the uptake of diabetes technologies among socially disadvantaged individuals are required. PLAIN LANGUAGE SUMMARY: Social disadvantage is linked to lower use of insulin pumps and CGM in adults with T1D in Quebec. Public funding narrows CGM disparities, but broader equity strategies are needed.

Indexed as

Blood Glucose Self-MonitoringDiabetes Mellitus, Type 1Insulin Infusion SystemsAdolescentAdultCross-Sectional StudiesFemaleHumansHypoglycemic AgentsMaleMiddle AgedQuebecRegistriesSocioeconomic FactorsYoung AdultHypoglycemic Agents

Identifiers

PMID40302106
PMCPMC12146463

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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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 OpenQuestion graph.