Cited by 12Diabetes Management and ResearchDiabetes Management and EducationDiabetes and associated disorders

Impact of government-funded insulin pump programs on insulin pump use in Canada: a cross-sectional study using the National Diabetes Repository

Open access
Song, Cimon, Booth, Gillian L, Perkins, Bruce A, Weisman, Alanna·2021·BMJ Open Diabetes Research & Care

Abstract

Introduction: Insulin pump access in type 1 diabetes may be inequitable. We studied the association between government funding programs for insulin pumps and rates of insulin pump use and disparities between pump users and non-users. Research design and methods: Adults with type 1 diabetes were identified in the National Diabetes Repository, a primary care electronic medical record database of individuals with diabetes from five Canadian provinces. Proportions of individuals using insulin pumps were compared between provinces with and without pump funding programs. Multivariable logistic regression models were used to estimate the odds of insulin pump use adjusting for confounders. Univariate logistic regression models were used to estimate the odds of insulin pump use according to each predictor, according to pump funding program status. Results: Of 1559 adults with type 1 diabetes, proportions using insulin pumps were 47.8% (95% CI 45.1% to 50.5%) and 37.7% (95% CI 31.5% to 44.1%) in provinces with and without pump funding programs (p=0.0038). Adjusting for age, sex, HbA1c, income quintile, and rural/urban location, the OR for insulin pump use was 1.45 (1.08–1.94) for provinces with pump funding programs compared with provinces without. Higher income was associated with a greater odds of insulin pump use in provinces with pump funding programs, and rural/urban location was not associated with insulin pump use. Conclusions: Insulin pump use is more common in regions with government funding programs. Further research is required to best understand and comprehensively address persistent income disparities between pump users and non-users despite the availability of reimbursement programs.

AI snapshot

Written from the paper’s full text.

TL;DR

In a cross-sectional analysis of Canadian primary care EMR data, insulin pump use was more common among adults with type 1 diabetes living in provinces with government-funded insulin pump programs than in provinces without such programs. However, higher income remained associated with greater pump use even in funded provinces, suggesting funding alone does not eliminate disparities.

Key findings

  • Among 1559 adults with type 1 diabetes, insulin pump use was 47.8% (95% CI 45.1% to 50.5%) in provinces with government-funded pump programs versus 37.7% (95% CI 31.5% to 44.1%) in provinces without (p=0.0038).
  • In adjusted models, living in a province with a pump funding program was associated with greater odds of insulin pump use: OR 1.43 (95% CI 1.05 to 1.94) in Table 2; the abstract reports OR 1.45 (95% CI 1.08 to 1.94).
  • Higher income quintile was independently associated with greater odds of pump use (highest vs lowest quintile OR 1.56, 95% CI 1.00 to 2.43), and this income association was observed in provinces with pump funding programs.
  • Older age, male sex, and higher HbA1c were associated with lower odds of insulin pump use; rural/urban residence was not associated with pump use (OR 1.15, 95% CI 0.88 to 1.49).

Methods

  • Cross-sectional study using the Diabetes Action Canada National Diabetes Repository, a primary care electronic medical record database from five Canadian provinces (Alberta, Manitoba, Ontario, Quebec, Newfoundland), including 1559 adults with type 1 diabetes aged 18–55 with an EMR encounter between 1 January 2015 and 30 June 2019.
  • Exposure was presence or absence of a government-funded insulin pump program by province; outcome was insulin pump use identified from prescriptions of only bolus insulin without basal, mixed, or regular insulin, allowing one basal insulin prescription per year for backup.
  • Multivariable logistic regression estimated odds of pump use adjusting for age, sex, HbA1c, income quintile, and rural/urban residence; multiple imputation handled missing data, with sensitivity analyses using generalized estimating equations for clinic clustering and complete-case analysis.

Limitations

  • The paper states possible misclassification of type 1 diabetes and insulin pump use, lack of data on ethnicity, education, primary language, self-reported income, diabetes duration, age at pump initiation, complications, and continuous glucose monitoring, a type 1 diabetes algorithm with 73% sensitivity, restriction to ages 18–55, small sample size in provinces without funding programs, and inability to infer causality from observational data.
  • The paper also notes that income quintile was neighborhood-level rather than individual-level, and that sample sizes by income quintile were small for provinces without pump funding programs.
  • Evident from the text: the abstract and Table 2 report slightly different adjusted ORs for pump funding program status (1.45 vs 1.43), indicating an internal reporting inconsistency.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1136/bmjdrc-2021-002371

Cites

31 of 31 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

16 of 45 cited sources checked · 5 supported · 2 flagged · accuracy not yet measured

  • Study design and conductcitation

    Type 1 diabetes was identified using a previously validated algorithm defined by prescription of insulin without any other antihyperglycemic medications and age younger than 55 years old (sensitivity 72.8%, specificity 99.5%, positive predictive value 86%, negative predictive value 99%).

    “Type 1 diabetes was identified by a previously validated algorithm defined by prescription of insulin without any other antihyperglycemic medications and age younger than 55 years old (sensitivity 72.8%, specificity 99.5%, positive predictive value 86%, negative predictive value 99%).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [14] source

      The Results (EMR data algorithms; page not available) describe validated algorithms using insulin and the absence of certain other antihyperglycemic medications. They do not describe the claimed rule requiring age younger than 55 or report the claimed set of performance figures; the best-performing EMR algorithm instead had 80.6% sensitivity, 99.8% specificity, 94.9% PPV, and 99.3% NPV. (LLM, conf=0.87)

      Experimental — accuracy not yet measured
  • Premisecitation

    Insulin pump use is consistently less common among lower income individuals compared with higher income individuals, even in countries with government-funded insulin pump programs.

    “insulin pump use is consistently less common among lower income individuals compared with higher income individuals, even in countries with government-funded insulin pump programs.12 13”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites [12] source
    • cites [13] source

      The Utilization section reports overall pump use and racial disparities, but not pump use by income. Searches for income-related pump use and government-funded pump programs found no passage addressing either part of the claim; the Discussion describes this as a United States registry. (LLM, conf=0.73)

      Experimental — accuracy not yet measured
  • Premisecitation

    Insulin pump therapy is associated with greater quality of life.

    “is associated with greater quality of life.2–6”
    Quote in the paperNot a substantial claim2 of 5 sources checked
    • cites [2] source
    • cites [3] source

      The Results (Treatment satisfaction; page unavailable) report a higher treatment-satisfaction score at 24 weeks with pump therapy than with multiple daily injections. The study measured treatment satisfaction, not quality of life, and found that the change in satisfaction score did not differ significantly between groups. It therefore supports a narrower claim than the one cited. (LLM, conf=0.83)

      Experimental — accuracy not yet measured
    • cites [4] source
    • cites [5] Misso, 2010, Continuous subcutaneous insulin infusion (CSII) versus multiple insulin injections for type 1 diabetes mellitus, Cochrane Database Syst Rev source
    • cites [6] source
  • Premisecitation

    The cost of insulin pumps and supplies are the most commonly reported barrier by patients against initiation of insulin pump therapy.

    “The cost of insulin pumps and supplies are the most commonly reported barrier by patients against initiation of insulin pump therapy,29”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [29] source

      The Results (Aim 1; page unavailable) identify cost of supplies (61%) and cost of device (57%) as the most commonly reported barriers to using diabetes devices. Those figures cover devices generally, not specifically initiation of insulin pump therapy. The paper separately reports that among people who stopped using pumps, discomfort and dislike of wearing a device were more common reasons than cost. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • Premisecitation

    In a population-based study using Ontario primary care EMR data, the proportion of adults with type 1 diabetes using insulin pumps was 32%.

    “In a population-based study using Ontario primary care EMR data, the proportion of adults with type 1 diabetes using insulin pumps was 32%.14”
    Quote in the paperNot a substantial claim1 of 1 sources checked
  • Classified as probably not a substantial claim. 16
  • May combine two claims. 24
  • The quote only partly states this claim. 1
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Insulin pump therapy reduces the rate of severe hypoglycemia.

    “reduces the rate of severe hypoglycemia”
    Quote in the paperNot a substantial claim2 of 5 sources checked
    • cites [2] source
    • cites [3] source

      The Results (Hypoglycemia) report one severe hypoglycemic event in each of two participants in both the pump (CSII) and injection (MDI) groups, not a lower rate with pump therapy. The Conclusions likewise describe similar hypoglycemia outcomes for the two regimens. (LLM, conf=0.90)

      Checked by a reasoning model — may be wrong.

      Experimental — accuracy not yet measured
    • cites [4] source
    • cites [5] Misso, 2010, Continuous subcutaneous insulin infusion (CSII) versus multiple insulin injections for type 1 diabetes mellitus, Cochrane Database Syst Rev source
    • cites [6] source

      The Results (Secondary outcomes, Hypoglycaemia) report that severe hypoglycaemia fell across both treatment groups, but its rate during follow-up did not differ between pump therapy and multiple daily injections. The paper therefore does not find a reduction attributable specifically to pump therapy. (LLM, conf=0.89)

      Checked by a reasoning model — may be wrong.

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    These differences in insulin pump use have been observed in both countries with insulin pump funding programs (New Zealand, Denmark, France) and those without (USA, Brazil).

    “These differences have been observed in both countries with insulin pump funding programs (New Zealand, Denmark, France)9–11 and those without (USA, Brazil).12 13”
    Quote in the paperNot a substantial claim1 of 5 sources checked
    • cites [9] Wheeler, 2019, District health board of residence, ethnicity and socioeconomic status all impact publicly funded insulin pump uptake in New Zealand patients with type 1 diabetes, N Z Med J
    • cites [10] source
    • cites [11] source
    • cites [12] source
    • cites [13] source

      The Utilization of diabetes technology and aspects of diabetes management section reports racial disparities in insulin pump use in the U.S. registry. The paper does not report pump-use differences in Brazil or establish whether either country has an insulin pump funding program; the funded-country examples are attached to other citations. No page number is available in our copy. (LLM, conf=0.85)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Insulin pump therapy has potential advantages compared with multiple daily injections, including improved glycemic control, reduced rate of severe hypoglycemia, greater flexibility, and higher quality of life.

    “Potential advantages of insulin pump therapy compared with MDI include improved glycemic control, reduced rate of severe hypoglycemia, greater flexibility, and higher quality of life.2–6”
    Quote in the paperNot a substantial claim2 of 5 sources checked
    • cites [2] source
    • cites [3] source

      The introduction reports earlier studies finding better A1C control and less hypoglycemia with pump therapy, while limiting a proposed benefit for severe hypoglycemia to selected people with recurrent episodes on NPH-based injections. This study’s Results found similar glycemic control and severe-hypoglycemia events with the two regimens. Treatment satisfaction favored pumps on one measure, but the copy does not establish greater flexibility or higher quality of life. (LLM, conf=0.88)

      Experimental — accuracy not yet measured
    • cites [4] source
    • cites [5] Misso, 2010, Continuous subcutaneous insulin infusion (CSII) versus multiple insulin injections for type 1 diabetes mellitus, Cochrane Database Syst Rev source
    • cites [6] source

      The Introduction reports observational evidence of improved glucose control, reduced hypoglycaemia risk, and enhanced quality of life with pumps; the Discussion also reports fewer dietary restrictions. But the Introduction does not specify severe hypoglycaemia, and the Results (Secondary outcomes) found no significant difference in severe hypoglycaemia rates between pumps and multiple daily injections. The claimed reduction in severe hypoglycaemia relative to injections is therefore not supported by this trial. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    Among adults with type 1 diabetes, individuals who are older, male, ethnic minorities, or of lower income are significantly less likely to use insulin pumps.

    “Indeed, among adults with type 1 diabetes, individuals who are older, male, ethnic minorities, or of lower income are significantly less likely to use insulin pumps.9–13”
    Quote in the paperSubstantial claim1 of 5 sources checked
    • cites [9] Wheeler, 2019, District health board of residence, ethnicity and socioeconomic status all impact publicly funded insulin pump uptake in New Zealand patients with type 1 diabetes, N Z Med J
    • cites [10] source
    • cites [11] source
    • cites [12] source
    • cites [13] source

      The Utilization of diabetes technology section (page not specified) reports racial disparities in pump use across all age groups, which includes adults. It does not state the direction or statistical significance of those disparities, or report that older adults, men, or people with lower incomes are less likely to use pumps. (LLM, conf=0.82)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    Among the pediatric population (<18 years old) in Ontario, the proportion using insulin pumps in 2012 was reported as 38%, though this has likely increased since.

    “Among the pediatric population (<18 years old) in Ontario, the proportion using insulin pumps in 2012 was reported as 38%, though this has likely increased since.26”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [26] source

      The Pump Use section reports that 38% of children with type 1 diabetes in Ontario used pumps by 2012. The claim omits the type 1 diabetes restriction, making the reported proportion sound applicable to all children under 18; the source also does not establish that exact age cutoff. It documents growth through 2012, not an increase after 2012. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • Classified as probably not a substantial claim.

    Premisecitation

    Insulin pump therapy may improve glycemic control.

    “insulin pump therapy may improve glycemic control”
    Quote in the paperSubstantial claim2 of 5 sources checked
    • cites [2] source
    • cites [3] source
    • cites [4] source
    • cites [5] Misso, 2010, Continuous subcutaneous insulin infusion (CSII) versus multiple insulin injections for type 1 diabetes mellitus, Cochrane Database Syst Rev source
    • cites [6] source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Education and income are correlated.

    “In addition, education and income are correlated.32”
    Quote in the paperNot a substantial claim1 of 1 sources checked
  • May combine two claims.

    Findingown data

    Of the 1,559 adults with type 1 diabetes, 1,320 lived in provinces with government-funded insulin pump programs and 239 lived in provinces without.

    “Of these, 1320 lived in provinces with government-funded insulin pump programs and 239 lived in provinces without government-funded insulin pump programs.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Differences in insulin pump use within each income quintile by pump funding program status were greatest in the lowest income quintile (7% higher in provinces with pump funding programs) and the highest income quintile (5% higher in provinces with pump funding programs), whereas rates were more similar in middle-income quintiles.

    “Differences in insulin pump use within each income quintile by pump funding program status were greatest in the lowest income quintile (insulin pump use was 7% higher in provinces with pump funding programs) and the highest income quintile (pump use was 5% higher in provinces with pump funding programs), whereas the rates of insulin pump use were more similar in the middle-income quintiles.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In provinces with pump funding programs, individuals with depression were less likely to use insulin pumps (OR 0.69, 95% CI 0.55 to 0.87), whereas in provinces without pump funding programs there was no significant association (OR 1.00, 95% CI 0.55 to 1.83).

    “Males and individuals with depression were less likely to use insulin pumps in provinces with pump funding programs but not provinces without (0.77 (95% CI 0.62 to 0.96) vs 0.94 (95% CI 0.55 to 1.58) for male sex; 0.69 (95% CI 0.55 to 0.87) vs 1.00 (95% CI 0.55 to 1.83) for depression).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Persistent disparities in income quintile were observed even in provinces with pump funding programs, and disparities by income quintile were not greater in provinces without pump funding programs as would have been expected.

    “However, we observed persistent disparities in income quintile even in provinces with pump funding programs, and the disparities by income quintile were not greater in provinces without pump funding programs as would have been expected.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In provinces with pump funding programs, males were less likely to use insulin pumps (OR 0.77, 95% CI 0.62 to 0.96), whereas in provinces without pump funding programs there was no significant association (OR 0.94, 95% CI 0.55 to 1.58).

    “Males and individuals with depression were less likely to use insulin pumps in provinces with pump funding programs but not provinces without (0.77 (95% CI 0.62 to 0.96) vs 0.94 (95% CI 0.55 to 1.58) for male sex; 0.69 (95% CI 0.55 to 0.87) vs 1.00 (95% CI 0.55 to 1.83) for depression).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Older age, male sex, and higher HbA1c were associated with lower odds of using an insulin pump.

    “Older age, male sex and higher HbA1c were associated with lower odds of using an insulin pump.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingreasoning

    In GEE models, confidence intervals were wider for all estimated odds ratios.

    “As expected with GEE models, CIs were wider for all estimated ORs.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.

    Interpretationnone given

    Enrollment in government-funded insulin pump programs may require fulfilling criteria and managing paperwork regularly, which could be an additional barrier disproportionately affecting individuals with a non-English primary language or lower education level.

    “Enrollment in government-funded insulin pump programs may also require fulfilling certain criteria and managing and completing paperwork regularly, which could be an additional barrier disproportionately affecting individuals with a non-English primary language or lower education level.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Missing data in multivariable models were handled using multiple imputation.

    “Missing data were assumed to be missing at random and multiple imputation was used for missing data in multivariable models.”
    Quote in the paperNot a substantial claim
    • The authors state this as an assumption: Missing data were missing at random.
  • Probably not a substantial claim: may not pass S4 (based).

    Study design and conductnone given

    Misclassification of type 1 diabetes and insulin pump use would have affected provinces with and without pump funding programs similarly, resulting in a non-differential bias.

    “we expect this would have affected provinces with pump funding programs and provinces without pump funding programs similarly, resulting in a non-differential bias.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    In type 1 diabetes, intensive insulin therapy targeting HbA1c ≤7.0% is the standard of care and can be delivered by multiple daily injections or continuous subcutaneous insulin infusion.

    “In type 1 diabetes, intensive insulin therapy targeting a hemoglobin A1c (HbA1c) ≤7.0% is the standard of care and can be delivered by two methods: multiple daily injections of insulin (MDI), or continuous subcutaneous insulin infusion, also referred to as insulin pump therapy.1”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [1] source
  • May combine two claims.

    Study design and conductreasoning

    The 10% difference in pump use between provinces with and without pump funding programs is valid, even if absolute numbers of pump users within each type of province may be overestimated.

    “Thus, the 10% difference in pump use between provinces with and without pump funding programs is valid, even if the absolute numbers of pump users within each type of province may be overestimated.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    In Canada, healthcare is delivered provincially with funding models for insulin pump therapy differing by province.

    “In Canada, healthcare is delivered provincially with funding models for insulin pump therapy differing by province (online supplemental table 1).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites online supplemental table 1

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Sensitivity analyses were performed using generalized estimating equation models to account for clustering by primary care clinic site and complete case analyses for missing data.

    “Sensitivity analyses were performed using generalized estimating equation (GEE) models as an alternative to logistic regression models in order to account for clustering by primary care clinic site.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Although insulin pump therapy is more expensive than multiple daily injections, it has been found to be cost-effective.

    “Although insulin pump therapy is more expensive than MDI (annual expenses of $C6247.18 for insulin pump therapy vs $C4949.49 for MDI),7 it has been found to be cost-effective.7 8”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites 7 8

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    This study was designed and reported according to the Strengthening the Reporting of Observational Studies in Epidemiology guidelines and the Reporting of Studies Conducted Using Observational Routinely Collected Health Data statement.

    “This study was designed and reported according to the Strengthening the Reporting of Observational Studies in Epidemiology guidelines and the Reporting of Studies Conducted Using Observational Routinely Collected Health Data statement.22 23”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites 22 23

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S4 (based).

    Premisenone given

    Whether government-funded insulin pump programs result in more equitable insulin pump use is currently unknown.

    “Whether government-funded insulin pump programs result in more equitable insulin pump use is currently unknown.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    There may have been misclassification of type 1 diabetes and insulin pump use.

    “First, there may have been misclassification of type 1 diabetes and insulin pump use.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    Canada is an ideal model for conducting a natural experiment assessing the impact of government funding for insulin pump therapy on rates and equity of insulin pump use, which would be broadly applicable to other regions.

    “Thus, Canada is an ideal model for conducting a ‘natural experiment’ assessing the impact of government funding for insulin pump therapy on rates and equity of insulin pump use, which would be broadly applicable to other regions.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductown data

    The results for differences within income quintiles must be interpreted with caution because sample sizes by income quintile were small for provinces without pump funding programs and differences within income quintiles were not statistically significant.

    “these results must be interpreted with caution since sample sizes by income quintile were small for provinces without pump funding programs, and differences within income quintiles were not statistically significant.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    Government funding may improve access to insulin pumps but may inadvertently favor those of higher socioeconomic status.

    “Therefore, these findings suggest that while government funding may improve access to insulin pumps, they may inadvertently favor those of higher socioeconomic status.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductreasoning

    Even if the number of individuals using insulin pumps was overestimated, the bias would have been non-differential, affecting provinces with and without pump funding programs similarly.

    “Even though we may have overestimated the number of individuals using insulin pumps, this would have been a non-differential bias, affecting individuals in provinces with and without pump funding programs similarly.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    Insulin pump use in the current study is similar to the 44% reported in the Canadian Study of Longevity in Diabetes, although that study represented a selected cohort of older individuals with type 1 diabetes and was susceptible to volunteer bias.

    “Insulin pump use in the current study is similar to 44% reported in the Canadian Study of Longevity in Diabetes, although that study represented a selected cohort of older individuals with type 1 diabetes and was susceptible to volunteer bias.25”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [25] source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    Individuals who recently switched from MDI to insulin pump therapy or those using basal insulin in combination with an insulin pump may have been misclassified as not using insulin pump therapy, though this was expected to be uncommon.

    “Individuals who recently switched from MDI to insulin pump therapy or those using basal insulin in combination with an insulin pump may have been misclassified as not using insulin pump therapy, though we expect this would be uncommon.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductnone given

    The sample size was particularly small for provinces without insulin pump funding programs, which limits comparison between groups.

    “The sample size was particularly small for provinces without insulin pump funding programs which limits comparison between groups.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductown data

    The DAC National Diabetes Repository did not contain information on ethnicity, education, primary language, self-reported income, duration of diabetes, age at initiation of insulin pump therapy, diabetes complications, or use of other diabetes technologies such as continuous glucose-monitoring devices.

    “the DAC National Diabetes Repository did not contain information pertaining to ethnicity, education, primary language, self-reported income, duration of diabetes, age at initiation of insulin pump therapy, or diabetes complications. It also did not include information regarding use of other diabetes technologies such as continuous glucose-monitoring devices.”
    Quote in the paperSubstantial claim
  • The quote only partly states this claim.

    Study design and conductown data

    All multivariable models repeated using GEEs that accounted for clustering by primary care clinic produced results consistent with the primary analysis for the association between pump program and odds of insulin pump use.

    “In addition, all multivariable models were repeated using GEEs that accounted for clustering by primary care clinic and results are presented in online supplemental tables 3 and 4. As expected with GEE models, CIs were wider for all estimated ORs. The OR for the association between pump program and odds of insulin pump use was consistent with the primary analysis.”
    Quote in the paperNot a substantial claim
34 of 34
  • The authors state this as an assumption.

    Missing data were missing at random.

    “Missing data were assumed to be missing at random and multiple imputation was used for missing data in multivariable models.”
  • The paper relies on this without support.

    There is limited knowledge of the true proportion of insulin pump use among individuals with type 1 diabetes in Canada currently.

    “There is limited knowledge of the true proportion of insulin pump use among individuals with type 1 diabetes in Canada currently”
  • The paper relies on this without support.

    No previous studies have examined the effects of insulin pump funding programs on accessibility and use of insulin pumps.

    “To our knowledge, there are no previous studies that have examined the effects of insulin pump funding programs on accessibility and use of insulin pumps.”
3 of 3

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Age IQR differs between narrative and Table 1

    Minor

    For participants in provinces without pump funding programs, the narrative gives an age IQR of 33-39 years, but Table 1 gives 33-49 years.

  • HbA1c value differs between narrative and Table 1

    Minor

    The narrative reports a mean HbA1c of 8.86% in provinces without pump funding programs, whereas Table 1 reports 8.96%.

  • Adjusted pump-program OR differs between abstract and results

    Minor

    The abstract reports an adjusted OR of 1.45 (95% CI 1.08-1.94), while the corresponding fully adjusted result in Table 2 is 1.43 (1.05-1.94).

  • BMI categories include all participants despite reported missing BMI data

    Minor

    The BMI category counts total 1320 and 239-the full group sizes-even though the table note says BMI was missing for 719 participants.

4 of 4

Cites

Flagged first, then by citations

1 of the 32 references couldn’t be matched to a known paper.

Research works printed but not linked: 1

  1. Government of Canada . Population estimates, quarterly, 2020. Available: https://www150.statcan.gc.ca/t1/tbl1/en/tv.action?pid=1710000901 [Accessed 30 Oct 2020].

Cited by

Sorted by citations

Authors
Song, C., Booth, G. L., Perkins, B. A., & Weisman, A.
Affiliations
  • University of Toronto (CA)
  • St. Michael's Hospital (CA)
  • Mount Sinai Hospital (CA)
Corresponding author
Weisman, Alanna
Venue
BMJ Open Diabetes Research & Care
Publisher
BMJ
Published
2021-10
Volume
9
Issue
1
Pages
e002371
ISSN
2052-4897 (ISSN-L)
OpenAlex
W3204286288
Cited by
12
References
32
Citations by year
2026: 2 · 2025: 2 · 2024: 1 · 2023: 3 · 2022: 3 · 2021: 1
FWCI
1.25
Type
journal article
Language
en
Open access
Locations
  • BMJ Open Diabetes Research & Care (publishedVersion, cc-by-nc)
  • PubMed (publishedVersion)
  • PubMed Central (submittedVersion, cc-by-nc)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
Funders
Diabetes Action Canada (N/A)
Topics
  • Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
  • Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Diabetes and associated disorders
Keywords
insulin pump, type 1 diabetes, government funding programs, health care access disparities, income inequality, health equity, urban-rural differences
MeSH terms
Adult, Canada, Cross-Sectional Studies, Diabetes Mellitus, Type 1, Government, Humans, Insulin

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.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-13.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-13.

Cited sources are checked by gpt-6-sol.

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