2015
DOI: 10.1016/j.diabres.2015.04.011
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Medical care expenditures associated with chronic kidney disease in adults with diabetes: United States 2011

Abstract: We showed that CKD is a significant contributor to the financial burden among individuals with diabetes, and that minorities and the uninsured with CKD may experience barriers in access to care. Our study also provides a baseline national estimate of CKD cost in Diabetes by which future studies can be used for comparison.

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Cited by 41 publications
(48 citation statements)
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“…Our findings were similar to a previous study that examined the annual total expenditures for year 2011 for patients with both CKD and diabetes [15]. However, CKD ascertainment was different between the two studies.…”
Section: Discussionsupporting
confidence: 89%
See 1 more Smart Citation
“…Our findings were similar to a previous study that examined the annual total expenditures for year 2011 for patients with both CKD and diabetes [15]. However, CKD ascertainment was different between the two studies.…”
Section: Discussionsupporting
confidence: 89%
“…While total expenditures for dialysis dependent and non-dialysis dependent CKD have been previously documented, [5, 6, 15, 16] out of pocket costs for non-dialysis dependent CKD remain poorly explored. Higher out-of-pocket cost burden can impede efforts to prevent disease progression.…”
Section: Introductionmentioning
confidence: 99%
“…Conditional on a positive value, the second part of the model is estimated using a generalized linear model with a gamma distribution and a loglink function to estimate the amount of expenditure increase in the sample with expenditure greater than zero. 25,26 Based on the modified Park Test recommended by Manning and Mullahy 28 and Buntin and Zaslavsky, 29 a gamma distribution with a log link was the best-fitting generalized linear model. To calculate incremental effects of injuries and their SEs from the combined first and second parts of the model, the "margins" function in STATA 14 was used.…”
Section: Discussionmentioning
confidence: 99%
“…For each of the nine outcomes, we constructed a modified two-part model, which has become one of the most widely used methods to model health expenditures because of its ability to account for a point mass of zero expenditures and skewed, heteroskedastic expenditures greater than zero. [21][22][23][24][25][26][27] The first part of the model estimates the probability of any expenditure in the overall sample using a logistic regression model adjusting for covariates. Conditional on a positive value, the second part of the model is estimated using a generalized linear model with a gamma distribution and a loglink function to estimate the amount of expenditure increase in the sample with expenditure greater than zero.…”
Section: Discussionmentioning
confidence: 99%
“…20 Because of the right skewedness of expenditures data (ie, most expenditures are seen in only a small proportion of the population), 2-part models were used to study expenditures. 21 Two-part models are often used to model healthcare expenditures and are the product of: (1) the probability that any given individual had any expenditures and (2) their mean expenditures.…”
Section: Discussionmentioning
confidence: 99%