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Hospital Variation in Patient-Reported Outcomes at the Level of EQ-5D Dimensions

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  • Nils Gutacker
  • Chris Bojke
  • Silvio Daidone
  • Nancy Devlin
  • Andrew Street

Abstract

Background . The English Department of Health has introduced routine collection of patient-reported outcome data for selected surgical procedures to facilitate patient choice and increase hospital accountability. However, using aggregate health outcome scores, such as EQ-5D utilities, for performance assessment purposes causes information loss and raises statistical and normative concerns. Objectives . For hip replacement surgery, we explore a) the change in patient-reported outcomes between baseline and follow-up on 5 health dimensions (EQ-5D), b) the extent to which treatment impact varies across hospitals, and c) the extent to which hospital performance on EQ-5D dimensions is correlated with performance on the EQ-5D utility index. Methods . We combine information on pre- and postoperative EQ-5D outcomes with routine inpatient data for the financial year 2009–2010. The sample consists of 21,000 patients in 153 hospitals. We employ hierarchical ordered probit risk-adjustment models that recognize the multilevel nature of the data and the response distributions. The treatment impact is modeled as a random coefficient that varies at the hospital level. We obtain hospital-specific empirical Bayes (EB) estimates of this coefficient. We estimate separate models for each EQ-5D dimension and the EQ-5D utility index and analyze correlations of EB estimates across these. Results . Hospital treatment is associated with improvements in all EQ-5D dimensions. Variability in treatment impact is most pronounced on the mobility and usual activities dimensions. Conversely, only pain/discomfort and anxiety/depression correlate well with performance measures based on utilities. This leads to different assessments of hospital performance across metrics. Conclusions . Our results indicate which hospitals are better than others in improving health across particular EQ-5D dimensions. We demonstrate the importance of evaluating dimensions of the EQ-5D separately for the purposes of hospital performance assessment.

Suggested Citation

  • Nils Gutacker & Chris Bojke & Silvio Daidone & Nancy Devlin & Andrew Street, 2013. "Hospital Variation in Patient-Reported Outcomes at the Level of EQ-5D Dimensions," Medical Decision Making, , vol. 33(6), pages 804-818, August.
  • Handle: RePEc:sae:medema:v:33:y:2013:i:6:p:804-818
    DOI: 10.1177/0272989X13482523
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    References listed on IDEAS

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    1. Greene,William H. & Hensher,David A., 2010. "Modeling Ordered Choices," Cambridge Books, Cambridge University Press, number 9780521142373.
    2. P.C. Smith, 2002. "Measuring health system performance," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 3(3), pages 145-148, September.
    3. Paul Contoyannis & Andrew M. Jones & Nigel Rice, 2004. "The dynamics of health in the British Household Panel Survey," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(4), pages 473-503.
    4. Greene,William H. & Hensher,David A., 2010. "Modeling Ordered Choices," Cambridge Books, Cambridge University Press, number 9780521194204.
    5. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    6. Laudicella, Mauro & Olsen, Kim Rose & Street, Andrew, 2010. "Examining cost variation across hospital departments-a two-stage multi-level approach using patient-level data," Social Science & Medicine, Elsevier, vol. 71(10), pages 1872-1881, November.
    7. Joanna Siegel & George Torrance & Louise Russell & Bryan Luce & Milton Weinstein & Marthe Gold, 1997. "Guidelines for Pharmacoeconomic Studies," PharmacoEconomics, Springer, vol. 11(2), pages 159-168, February.
    8. Anders Skrondal & Sophia Rabe‐Hesketh, 2009. "Prediction in multilevel generalized linear models," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 172(3), pages 659-687, June.
    9. Peter C. Smith & Andrew D. Street, 2013. "On The Uses Of Routine Patient‐Reported Health Outcome Data," Health Economics, John Wiley & Sons, Ltd., vol. 22(2), pages 119-131, February.
    10. Racz, Michael J. & Sedransk, J., 2010. "Bayesian and Frequentist Methods for Provider Profiling Using Risk-Adjusted Assessments of Medical Outcomes," Journal of the American Statistical Association, American Statistical Association, vol. 105(489), pages 48-58.
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    Cited by:

    1. Matthew Skellern, 2017. "The hospital as a multi-product firm: the effect of hospital competition on value-added indicators of clinical quality," CEP Discussion Papers dp1484, Centre for Economic Performance, LSE.
    2. Henry Bailey & Mathieu F Janssen & Althea La Foucade & Paul Kind, 2019. "EQ-5D-5L population norms and health inequalities for Trinidad and Tobago," PLOS ONE, Public Library of Science, vol. 14(4), pages 1-14, April.
    3. McCarthy, Ian M., 2016. "Eliminating composite bias in treatment effects estimates: Applications to quality of life assessment," Journal of Health Economics, Elsevier, vol. 50(C), pages 47-58.
    4. Luigi Siciliani & James Gaughan & Nils Gutacker & Hugh Gravelle & Martin Chalkley, 2021. "Paying for health gains," Working Papers 183cherp, Centre for Health Economics, University of York.
    5. Nils Gutacker & Andrew Street, 2015. "Multidimensional performance assessment using dominance criteria," Working Papers 115cherp, Centre for Health Economics, University of York.
    6. Gutacker, Nils & Bloor, Karen & Bojke, Chris & Walshe, Kieran, 2018. "Should interventions to reduce variation in care quality target doctors or hospitals?," Health Policy, Elsevier, vol. 122(6), pages 660-666.
    7. Gutacker, Nils & Siciliani, Luigi & Moscelli, Giuseppe & Gravelle, Hugh, 2016. "Choice of hospital: Which type of quality matters?," Journal of Health Economics, Elsevier, vol. 50(C), pages 230-246.
    8. Nils Gutacker & Thomas Patton & Koonal Shah & David Parkin, 2020. "Using EQ-5D Data to Measure Hospital Performance: Are General Population Values Distorting Patients’ Choices?," Medical Decision Making, , vol. 40(4), pages 511-521, May.

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