IDEAS home Printed from https://ideas.repec.org/a/kap/hcarem/v21y2018i4d10.1007_s10729-017-9408-4.html
   My bibliography  Save this article

Diabetes and the hospitalized patient

Author

Listed:
  • Nisha Nataraj

    (North Carolina State University)

  • Julie Simmons Ivy

    (North Carolina State University)

  • Fay Cobb Payton

    (North Carolina State University)

  • Joseph Norman

    (University of Michigan Medical Center)

Abstract

In the US, one in four adults has two or more chronic conditions; this population accounts for two thirds of healthcare spending. Comorbidity, the presence of multiple simultaneous health conditions in an individual, is increasing in prevalence and has been shown to impact patient outcomes negatively. Comorbidities associated with diabetes are correlated with increased incidence of preventable hospitalizations, longer lengths of stay (LOS), and higher costs. This study focuses on sex and race disparities in outcomes for hospitalized adult patients with and without diabetes. The objective is to characterize the impact of comorbidity burden, measured as the Charlson Weighted Index of Comorbidities (WIC), on outcomes including LOS, total charges, and disposition (specifically, probability of routine discharge home). Data from the National Inpatient Sample (2006–2011) were used to build a cluster-analytic framework which integrates cluster analysis with multivariate and logistic regression methods, for several goals: (i) to evaluate impact of these covariates on outcomes; (ii) to identify the most important comorbidities in the hospitalized population; and (iii) to create a simplified WIC score. Results showed that, although hospitalized women had better outcomes than men, the impact of diabetes was worse for women. Also, non-White patients had longer lengths of stay and higher total charges. Furthermore, the simplified WIC performed equivalently in the generalized linear models predicting standardized total charges and LOS, suggesting that this new score can sufficiently capture the important variability in the data. Our findings underscore the need to evaluate the differential impact of diabetes on physiology and treatment in women and in minorities.

Suggested Citation

  • Nisha Nataraj & Julie Simmons Ivy & Fay Cobb Payton & Joseph Norman, 2018. "Diabetes and the hospitalized patient," Health Care Management Science, Springer, vol. 21(4), pages 534-553, December.
  • Handle: RePEc:kap:hcarem:v:21:y:2018:i:4:d:10.1007_s10729-017-9408-4
    DOI: 10.1007/s10729-017-9408-4
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10729-017-9408-4
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s10729-017-9408-4?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Brian T. Denton & Murat Kurt & Nilay D. Shah & Sandra C. Bryant & Steven A. Smith, 2009. "Optimizing the Start Time of Statin Therapy for Patients with Diabetes," Medical Decision Making, , vol. 29(3), pages 351-367, May.
    2. White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-838, May.
    3. Ai, Chunrong & Norton, Edward C., 2003. "Interaction terms in logit and probit models," Economics Letters, Elsevier, vol. 80(1), pages 123-129, July.
    4. Sally Brailsford & Ruth Davies & Chris Canning & Paul Roderick, 1998. "Evaluating screening policies for the early detection of retinopathy in patients with non‐insulin dependent diabetes," Health Care Management Science, Springer, vol. 1(2), pages 115-124, October.
    5. Habarta, N. & Wang, G. & Mulatu, M.S. & Larish, N., 2015. "HIV testing by transgender status at centers for disease control and prevention-funded sites in the United States, Puerto Rico, and US Virgin Islands, 2009-2011," American Journal of Public Health, American Public Health Association, vol. 105(9), pages 1917-1925.
    6. Amal Malehi & Fatemeh Pourmotahari & Kambiz Angali, 2015. "Statistical models for the analysis of skewed healthcare cost data: a simulation study," Health Economics Review, Springer, vol. 5(1), pages 1-16, December.
    7. Maarten L. Buis, 2010. "Stata tip 87: Interpretation of interactions in nonlinear models," Stata Journal, StataCorp LP, vol. 10(2), pages 305-308, June.
    8. Greene, William, 2010. "Testing hypotheses about interaction terms in nonlinear models," Economics Letters, Elsevier, vol. 107(2), pages 291-296, May.
    9. Mason, J.E. & Denton, B.T. & Shah, N.D. & Smith, S.A., 2014. "Optimizing the simultaneous management of blood pressure and cholesterol for type 2 diabetes patients," European Journal of Operational Research, Elsevier, vol. 233(3), pages 727-738.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Vyrastekova, Jana & Funaki, Yukihiko, 2018. "Cooperation in a sequential dilemma game: How much transparency is good for cooperation?," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 77(C), pages 88-95.
    2. Axel Dreher & Sarah Langlotz & Silvia Marchesi, 2017. "Information Transmission And Ownership Consolidation In Aid Programs," Economic Inquiry, Western Economic Association International, vol. 55(4), pages 1671-1688, October.
    3. Barbara Dluhosch, 2018. "Trade, Inequality, and Subjective Well-Being: Getting at the Roots of the Backlash Against Globalization," LIS Working papers 741, LIS Cross-National Data Center in Luxembourg.
    4. Doidge, Craig & Karolyi, G. Andrew & Stulz, René M., 2013. "The U.S. left behind? Financial globalization and the rise of IPOs outside the U.S," Journal of Financial Economics, Elsevier, vol. 110(3), pages 546-573.
    5. Tien Vu, 2014. "One male offspring preference: evidence from Vietnam using a split-population model," Review of Economics of the Household, Springer, vol. 12(4), pages 689-715, December.
    6. Osberghaus, Daniel, 2015. "The determinants of private flood mitigation measures in Germany — Evidence from a nationwide survey," Ecological Economics, Elsevier, vol. 110(C), pages 36-50.
    7. Butler, Caroline, 2020. "Disaggregating the drivers of mobile technology adoption: the threat of unobservable gender biases," ITS Conference, Online Event 2020 224848, International Telecommunications Society (ITS).
    8. Li, Fengfei & Lin, Chen & Lin, Tse-Chun, 2021. "Salient anchor and analyst recommendation downgrade," Journal of Corporate Finance, Elsevier, vol. 69(C).
    9. Feri, Francesco & Giannetti, Caterina & Jentzsch, Nicola, 2016. "Disclosure of personal information under risk of privacy shocks," Journal of Economic Behavior & Organization, Elsevier, vol. 123(C), pages 138-148.
    10. Justin Hung Nguyen, 2018. "Carbon risk and firm performance: Evidence from a quasi-natural experiment," Australian Journal of Management, Australian School of Business, vol. 43(1), pages 65-90, February.
    11. Mertens, K. & Jacobs, L. & Maes, J. & Poesen, J. & Kervyn, M. & Vranken, L., 2018. "Disaster risk reduction among households exposed to landslide hazard: A crucial role for self-efficacy?," Land Use Policy, Elsevier, vol. 75(C), pages 77-91.
    12. Tseng, Yi-Heng & Chen, Shu-Heng, 2015. "Limit order book transparency and order aggressiveness at the closing call: Lessons from the TWSE 2012 new information disclosure mechanism," Pacific-Basin Finance Journal, Elsevier, vol. 35(PA), pages 241-272.
    13. Achim Hecker & Alois Ganter, 2016. "Organisational And Technological Innovation And The Moderating Effect Of Open Innovation Strategies," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 20(02), pages 1-31, February.
    14. Schertler, Andrea & Tykvová, Tereza, 2011. "Venture capital and internationalization," International Business Review, Elsevier, vol. 20(4), pages 423-439, August.
    15. Button, Patrick & Walker, Brigham, 2020. "Employment discrimination against Indigenous Peoples in the United States: Evidence from a field experiment," Labour Economics, Elsevier, vol. 65(C).
    16. Kristian D. Allee & Daniel D. Wangerin, 2018. "Auditor monitoring and verification in financial contracts: evidence from earnouts and SFAS 141(R)," Review of Accounting Studies, Springer, vol. 23(4), pages 1629-1664, December.
    17. Fenet Jima Bedaso & Uwe Jirjahn, 2024. "Immigrants and trade union membership: Does integration into society and workplace play a moderating role?," British Journal of Industrial Relations, London School of Economics, vol. 62(2), pages 262-292, June.
    18. Lammertjan Dam & Michael Koetter, 2011. "Bank bailouts, interventions, and moral hazard," Proceedings 1131, Federal Reserve Bank of Chicago.
    19. Cui, Jingbo & Moschini, GianCarlo, 2020. "Firm internal network, environmental regulation, and plant death," Journal of Environmental Economics and Management, Elsevier, vol. 101(C).
    20. Menon Martina & Perali Federico & Veronesi Marcella, 2017. "“Leaving No Child Behind:” Preferences for Social Inclusion and Altruism," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 17(3), pages 1-19, July.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:kap:hcarem:v:21:y:2018:i:4:d:10.1007_s10729-017-9408-4. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.