Impact of government-funded insulin pump programs on insulin pump use in Canada: a cross-sectional study using the National Diabetes Repository
Open accessAbstract
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
Cites
Statistics
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- cites [14] source
- Findingown data
The total proportion of individuals using insulin pumps in this study was 46%.
“The total proportion of individuals using insulin pumps in this study was 46%”
Quote in the paperSubstantial claim - Findingown data
There was a substantial residual association of higher income with insulin pump use even in provinces with pump funding programs.
“we found a substantial residual association of higher income with insulin pump use even in provinces with pump funding programs.”
Quote in the paperSubstantial claim - Findingown data
Higher income quintile was independently associated with greater odds of insulin pump use (OR 1.56, 95% CI 1.00 to 2.43 for highest vs lowest income quintile).
“Higher income quintile was independently associated with greater odds of insulin pump use (OR 1.56, 95% CI 1.00 to 2.43 for highest vs lowest income quintile).”
Quote in the paperNot a substantial claim - Findingown data
Among 1,559 adults with type 1 diabetes in the National Diabetes Repository, the proportion using insulin pumps was 47.8% (95% CI 45.1% to 50.5%) in provinces with government-funded insulin pump programs.
“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).”
Quote in the paperSubstantial claim - Findingown data
Of 95,699 individuals with an EMR encounter in the DAC National Diabetes Repository, 1,559 were identified as adults with type 1 diabetes meeting all inclusion criteria.
“Of the 95 699 individuals with an EMR encounter between 1 January 2015 and 30 June 2019 in the DAC National Diabetes Repository, 1559 were identified as adults with type 1 diabetes and meeting all of the inclusion criteria (online supplemental figure 1).”
Quote in the paperSubstantial claim - Findingown data
After adjustment for age, sex, and HbA1c, the odds ratio for insulin pump use was 1.46 (95% CI 1.10 to 1.95) for provinces with pump funding programs compared with provinces without.
“The OR was 1.46 (95% CI 1.10 to 1.945) after adjustment for age, sex, and HbA1c, and 1.43 (95% CI 1.05 to 1.94) after adjustment for age, sex, HbA1c, income quintile and urban versus rural residence.”
Quote in the paperSubstantial claim - Findingown data
After adjustment for age, sex, HbA1c, income quintile, and urban versus rural residence, the odds ratio for insulin pump use was 1.43 (95% CI 1.05 to 1.94) for provinces with pump funding programs compared with provinces without.
“The OR was 1.46 (95% CI 1.10 to 1.945) after adjustment for age, sex, and HbA1c, and 1.43 (95% CI 1.05 to 1.94) after adjustment for age, sex, HbA1c, income quintile and urban versus rural residence.”
Quote in the paperSubstantial claim - Findingown data
After adjustment for potential confounders, individuals living in provinces with government-funded insulin pump programs were approximately 50% more likely to use insulin pumps than those in provinces without funding programs.
“After adjustment for potential confounders, individuals living in provinces with government-funded insulin pump programs were approximately 50% more likely to use insulin pumps compared with provinces without funding programs.”
Quote in the paperSubstantial claim - Findingown data
The proportion of adults with type 1 diabetes using insulin pumps was higher in provinces with government-funded insulin pump programs than in provinces without (47.8% vs 37.7%, p=0.0038).
“The proportion using insulin pumps was higher in provinces with insulin pump funding programs compared with provinces without (47.8% (95% CI 45.1% to 50.5%) vs 37.7% (95% CI 31.5% to 44.1%), p=0.0038, figure 1).”
Quote in the paperSubstantial claim - Findingown data
In an unadjusted logistic regression model, the presence of a government-funded insulin pump program was associated with greater odds of insulin pump use (OR 1.52, 95% CI 1.14 to 2.01).
“In an unadjusted model, the presence of an insulin pump funding program was associated with greater odds of insulin pump use (OR 1.52, 95% CI 1.14 to 2.01).”
Quote in the paperSubstantial claim - Findingown data
Among 1,559 adults with type 1 diabetes in the National Diabetes Repository, the proportion using insulin pumps was 37.7% (95% CI 31.5% to 44.1%) in provinces without government-funded insulin pump programs.
“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).”
Quote in the paperSubstantial claim - Findingown data
There were no differences in income quintile distribution between individuals living in provinces with insulin pump funding programs compared with those without.
“There were no differences in income quintile distribution between individuals living in provinces with insulin pump funding programs compared with those without.”
Quote in the paperNot a substantial claim - Findingown data
Rural/urban location was not associated with insulin pump use.
“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.”
Quote in the paperNot a substantial claim - Findingown data
Individuals in higher income quintiles were more likely to use insulin pumps in provinces with insulin pump funding programs.
“Individuals in higher income quintiles were more likely to use insulin pumps in provinces with insulin pump funding programs (figure 2).”
Quote in the paperNot a substantial claim - Findingown data
In provinces without insulin pump funding programs, a similar trend for the association with income quintile was observed although not statistically significant.
“In provinces without insulin pump funding programs, a similar trend for the association with income quintile was observed although not statistically significant; however, the sample sizes were smaller and the CIs were wide.”
Quote in the paperNot a substantial claim - Findingown data
In Canadian provinces with government-funded insulin pump programs, insulin pump use was more common among adults with type 1 diabetes than in provinces without such programs.
“In this cross-sectional study comparing insulin pump use in Canadian provinces with and without government-funded insulin pump programs for adults with type 1 diabetes, insulin pump use was more common in provinces with pump funding programs compared with provinces without.”
Quote in the paperSubstantial claim - Findingown data
There was no interaction between sex and pump funding program status (p=0.15).
“There was no interaction between sex and pump funding program status (p=0.15) and thus an interaction term was not included in any model.”
Quote in the paperNot a substantial claim - Findingown data
Individuals in provinces with insulin pump funding programs had a lower HbA1c compared with provinces without insulin pump funding programs (8.44%±1.99% vs 8.86%±2.04%, p=0.0013).
“Individuals in provinces with insulin pump funding programs had a lower HbA1c compared with provinces without insulin pump funding programs (8.44%±1.99% vs 8.86%±2.04%, p=0.0013).”
Quote in the paperNot a substantial claim - Findingown data
The findings for the associations between age, sex and HbA1c and the odds of insulin pump use were unchanged in sensitivity analyses.
“The findings for the associations between age, sex and HbA1c and the odds of insulin pump use were unchanged (online supplemental table 2).”
Quote in the paperNot a substantial claim - Study design and conductnone given
The sample is less susceptible to selection bias than samples obtained from diabetes specialist clinics, which would be more likely to overestimate insulin pump use.
“our sample is less susceptible to selection bias than those obtained from diabetes specialist clinics which would be more likely to overestimate insulin pump use.”
Quote in the paperSubstantial claim - Study design and conductnone given
Differing provincial policies for insulin pump funding permitted a natural experiment within the same country.
“our study is unique in that differing provincial policies for insulin pump funding permitted a ‘natural experiment’ within the same country.”
Quote in the paperSubstantial claim - Study design and conductreasoning
The observed income-quintile differences may have been due to insensitive measures for socioeconomic variables because education, ethnicity, occupation and primary language were not available in the database, and income quintile was based on neighborhood averages.
“Additionally, this may have been due to insensitive measures for socioeconomic variables since education, ethnicity, occupation and primary language were not available in the database, and income quintile was based on neighborhood averages.”
Quote in the paperSubstantial claim - Study design and conductcitation
Restricting identification of type 1 diabetes to ages 18 to 55 may have inflated the proportion of pump users in both provinces with and without insulin pump funding programs, because insulin pump use is more common at younger ages.
“our algorithm restricted identification of type 1 diabetes to individuals between the ages of 18 and 55 and, since insulin pump use is more common in younger ages, this might have also inflated the proportion of pump users in both provinces with and without insulin pump funding programs.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [24] source
- Interpretationown data
Residing in provinces with government-funded insulin pump programs was independently associated with greater odds of insulin pump use compared with residing in provinces without pump funding programs.
“Residing in provinces with government-funded insulin pump programs was independently associated with greater odds of insulin pump use compared with residing in provinces without pump funding programs.”
Quote in the paperSubstantial claim - Interpretationown data
Insulin pump use is more common in regions with government funding programs.
“Insulin pump use is more common in regions with government funding programs.”
Quote in the paperSubstantial claim - Interpretationreasoning
The 46% total proportion of insulin pump use may be an overestimate because pump use was defined based on insulin prescriptions.
“which may be an overestimate due to our definition of pump use based on insulin prescriptions.”
Quote in the paperSubstantial claim - Interpretationown data
Even in provinces with pump funding programs, lower income is associated with lower odds of insulin pump use.
“Even in provinces with pump funding programs, lower income is associated with lower odds of insulin pump use.”
Quote in the paperSubstantial claim - Study design and conductreasoning
Sample size calculations provided >90% power to detect a difference of at least 33% vs 20% insulin pump use between provinces with and without government-funded insulin pump programs.
“Given our estimated sample size, this provided >90% power to detect a difference of at least this magnitude.”
Quote in the paperNot a substantial claim - Study design and conductown data
The new DAC National Diabetes Repository was useful for conducting health services research across multiple provinces in Canada.
“we demonstrated the utility of the new DAC National Diabetes Repository for conducting health services research across multiple provinces in Canada.”
Quote in the paperSubstantial claim - Interpretationown data
Removing financial barriers to insulin pumps may not be sufficient for overcoming barriers to insulin pump use.
“Furthermore, removing financial barriers to insulin pumps may not be sufficient for overcoming barriers to insulin pump use.”
Quote in the paperSubstantial claim - Study design and conductown data
All multivariable models repeated using complete case analysis rather than multiple imputation produced results consistent with the primary analysis.
“All multivariable models were repeated using complete case analysis rather than multiple imputation and results were consistent with the primary analysis (data not shown).”
Quote in the paperNot a substantial claim - Premisecitation
Australia, a country with no funding program for insulin pumps, has reported insulin pump use among only 10% of individuals of all ages with type 1 diabetes.
“Australia, a country with no funding program for insulin pumps, has reported insulin pump use among only 10% of individuals of all ages with type 1 diabetes.28”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [28] source
- Premisecitation
Residual barriers to insulin pump use might include insufficient resources for supporting insulin pump therapy, such as availability of healthcare providers and appropriate education and training.
“Residual barriers might include insufficient resources for supporting insulin pump therapy, such as availability of healthcare providers and appropriate education and training.37”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [37] Alberta Health . Evaluation of insulin pump therapy for type 1 diabetes in Alberta an access with evidence development pilot, 2016. Available: https://open.alberta.ca/dataset/bc96be99-6fc6-407d-9cc2-4fe76b78c9ae/resource/e8262e3e-4e2e-439f-adc4-d0e160e28c2e/download/ahtdp-insulin-pump-therapy-access-2016.pdfv
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Study design and conductreasoning
As for all observational studies, a causal relationship between pump funding programs and the observed association with insulin pump use cannot be concluded.
“as for all observational studies, we cannot conclude there is a causal relationship between pump funding programs and the observed association with insulin pump use.”
Quote in the paperSubstantial claim - Interpretationown data
Current government funding for insulin pumps does not appear to be sufficient to address disparities-such as higher income-between pump users and non-users.
“However, current government funding for insulin pumps does not appear to be sufficient to address disparities—such as higher income—between pump users and non-users.”
Quote in the paperSubstantial claim - Study design and conductreasoning
It is difficult to validate the estimated proportion of people with diabetes having type 1 diabetes and the proportion of people with type 1 diabetes using insulin pumps given limited reporting of such data in Canada.
“It is difficult to validate our estimated proportion of people with diabetes having type 1 diabetes and proportion of people with type 1 diabetes using insulin pumps given the limited reporting of such data in Canada.”
Quote in the paperSubstantial claim
- 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).
PremisecitationInsulin 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.
PremisecitationThese 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.
PremisecitationInsulin 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.
PremisecitationAmong 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.
PremisecitationAmong 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.
PremisecitationInsulin pump therapy may improve glycemic control.
“insulin pump therapy may improve glycemic control”
Quote in the paperSubstantial claim2 of 5 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationEducation and income are correlated.
“In addition, education and income are correlated.32”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [32] source
May combine two claims.
Findingown dataOf 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 claimMay combine two claims.
Findingown dataDifferences 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 claimMay combine two claims.
Findingown dataIn 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 claimMay combine two claims.
Findingown dataPersistent 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 claimMay combine two claims.
Findingown dataIn 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 claimMay combine two claims.
Findingown dataOlder 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingreasoningIn 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 claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.
Interpretationnone givenEnrollment 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataMissing 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 givenMisclassification 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 claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationIn 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 conductreasoningThe 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 claimMay combine two claims.
PremisecitationIn 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 dataSensitivity 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 claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationAlthough 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 givenThis 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 givenWhether 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThere 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 claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningCanada 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 claimMay combine two claims.
Study design and conductown dataThe 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 claimMay combine two claims.
Interpretationown dataGovernment 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 claimMay combine two claims.
Study design and conductreasoningEven 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 claimMay combine two claims.
PremisecitationInsulin 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 givenIndividuals 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 claimMay combine two claims.
Study design and conductnone givenThe 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 claimMay combine two claims.
Study design and conductown dataThe 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 claimThe quote only partly states this claim.
Study design and conductown dataAll 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
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.”
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
MinorFor participants in provinces without pump funding programs, the narrative gives an age IQR of 33-39 years, but Table 1 gives 33-49 years.
“40 years (IQR 31–49) vs 41 years (IQR 33–39), p=0.33”
“| Age (years) | 40 [31, 49] | 41 [33, 49] | 0.33 |”
HbA1c value differs between narrative and Table 1
MinorThe narrative reports a mean HbA1c of 8.86% in provinces without pump funding programs, whereas Table 1 reports 8.96%.
“8.44%±1.99% vs 8.86%±2.04%, p=0.0013”
“| HbA1c (%) | 8.44±1.99 | 8.96±2.04 | 0.001 |”
Adjusted pump-program OR differs between abstract and results
MinorThe 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).
“the OR for insulin pump use was 1.45 (1.08–1.94) for provinces with pump funding programs compared with provinces without.”
“| Pump funding program (yes vs no) | 1.52 (1.14–2.01) | 1.46 (1.10–1.95) | 1.43 (1.05–1.94) |”
BMI categories include all participants despite reported missing BMI data
MinorThe BMI category counts total 1320 and 239-the full group sizes-even though the table note says BMI was missing for 719 participants.
“| BMI ≤18.5 | 597 (45.2%) | 133 (55.7%) | | | BMI 18.5–24.9 | 237 (18.0%) | 19 (8.0%) | | | BMI 25–29.9 | 207 (15.7%) | 41 (17.2%) | | | BMI≥30 | 279 (21.1%) | 46 (19.3%) | |”
“BMI (n=719, 46%)”
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Indications for Insulin Pump Therapy in Type 1 Diabetes and Associations With Glycemic Control
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Cited by
Sorted by citations
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BackgroundInsulin-pump therapy pada anak dengan diabetes melitus tipe 1: Studi literatur
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Mackett, K., Santesso, N. A., Sherifali, D., de Souza, R. J., Bowen, J. M., Dostie, S., Ndjaboué, R., Greenberg, D. T., Greiver, M., & Witteman, H. O. (2026) · Primary care diabetes · doi:10.1016/j.pcd.2026.09.003
- 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)
- PMC
- PMC8496375
- OpenAlex
- W3204286288
- Semantic Scholar
- 91838c85a0cde11a02a69a6a17d8bf5eff2002dd
- 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
- gold
- doi.org
- Licence
- 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.
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