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Modeling risk using generalized linear models

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Cited by:

  1. Toshiaki Iizuka & Hitoshi Shigeoka, 2018. "Free for Children? Patient Cost-sharing and Healthcare Utilization," NBER Working Papers 25306, National Bureau of Economic Research, Inc.
  2. Ruoxuan Xiong & Allison Koenecke & Michael Powell & Zhu Shen & Joshua T. Vogelstein & Susan Athey, 2021. "Federated Causal Inference in Heterogeneous Observational Data," Papers 2107.11732, arXiv.org, revised Apr 2023.
  3. John A. Tauras, 2005. "An Empirical Analysis of Adult Cigarette Demand," Eastern Economic Journal, Eastern Economic Association, vol. 31(3), pages 361-375, Summer.
  4. Brilleman, Samuel L. & Gravelle, Hugh & Hollinghurst, Sandra & Purdy, Sarah & Salisbury, Chris & Windmeijer, Frank, 2014. "Keep it simple? Predicting primary health care costs with clinical morbidity measures," Journal of Health Economics, Elsevier, vol. 35(C), pages 109-122.
  5. Jones, A. & Lomas, J. & Rice, N., 2014. "Going Beyond the Mean in Healthcare Cost Regressions: a Comparison of Methods for Estimating the Full Conditional Distribution," Health, Econometrics and Data Group (HEDG) Working Papers 14/26, HEDG, c/o Department of Economics, University of York.
  6. Trottmann, Maria & Zweifel, Peter & Beck, Konstantin, 2012. "Supply-side and demand-side cost sharing in deregulated social health insurance: Which is more effective?," Journal of Health Economics, Elsevier, vol. 31(1), pages 231-242.
  7. Kanika Kapur & Jeannette A. Rogowski & Vicki A. Freedman & Steven L. Wickstrom & John L. Adams & Jose J. Escarce, 2004. "Socioeconomic Status and Medical Care Expenditures in Medicare Managed Care," NBER Working Papers 10757, National Bureau of Economic Research, Inc.
  8. Marcel Bilger & Jean-Paul Chaze, 2008. "What Drives Individual Health Expenditure in Switzerland?," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 144(III), pages 337-358, September.
  9. Buntin, Melinda Beeuwkes & Zaslavsky, Alan M., 2004. "Too much ado about two-part models and transformation?: Comparing methods of modeling Medicare expenditures," Journal of Health Economics, Elsevier, vol. 23(3), pages 525-542, May.
  10. Nadia YAKHELEF & Martine AUDIBERT & Bruno PEIRERA & Antoine MONS & Emmanuel CHABERT, 2015. "Cost-utility Analysis of Vertebroplasty versus Thoracolumbosacral Orthosis in the Treatment of Traumatic Vertebral Fractures," Working Papers 201534, CERDI.
  11. Ying Qiu & Alex Fu & Gordon Liu & Dale Christensen, 2010. "Healthcare costs of atypical antipsychotic use for patients with bipolar disorder in a medicaid programme," Applied Health Economics and Health Policy, Springer, vol. 8(3), pages 167-177, May.
  12. Lu Wencong & Cheng Ying & Mohummed Shofi Ullah Mazumder, 2014. "Competent Alternative Model for the Peasants' Medical Expenditures in China: A Case of New Rural Cooperative Medical Service System (Nrcms) in Zhejiang Province," Prague Economic Papers, Prague University of Economics and Business, vol. 2014(2), pages 233-249.
  13. Keane, Michael & Stavrunova, Olena, 2016. "Adverse selection, moral hazard and the demand for Medigap insurance," Journal of Econometrics, Elsevier, vol. 190(1), pages 62-78.
  14. Theodore Stefos & James Burgess & Jeffrey Cohen & Laura Lehner & Eileen Moran, 2012. "Dynamics of the mental health workforce: investigating the composition of physicians and other health providers," Health Care Management Science, Springer, vol. 15(4), pages 373-384, December.
  15. Kyung‐Rae Hyun & Sungwook Kang & Sunmi Lee, 2016. "Population Aging and Healthcare Expenditure in Korea," Health Economics, John Wiley & Sons, Ltd., vol. 25(10), pages 1239-1251, October.
  16. El-Osta, Hisham S., 2015. "Assessing the Impact of Health Insurance and Other Socioeconomic Factors on Inequality in Health Care Expenditures among Farm Households," Agricultural and Resource Economics Review, Northeastern Agricultural and Resource Economics Association, vol. 44(1), pages 1-30, April.
  17. Meena Seshamani & Alastair Gray, 2004. "Ageing and health‐care expenditure: the red herring argument revisited," Health Economics, John Wiley & Sons, Ltd., vol. 13(4), pages 303-314, April.
  18. Farrell, Susan & Manning, Willard G. & Finch, Michael D., 2003. "Alcohol dependence and the price of alcoholic beverages," Journal of Health Economics, Elsevier, vol. 22(1), pages 117-147, January.
  19. Courbage, Christophe & Rey, Béatrice, 2012. "Priority setting in health care and higher order degree change in risk," Journal of Health Economics, Elsevier, vol. 31(3), pages 484-489.
  20. Waehrer, Geetha & Deb, Partha & Decker, Sandra L., 2015. "Did the 2009 American Recovery and Reinvestment Act affect dietary intake of low-income individuals?," Economics & Human Biology, Elsevier, vol. 19(C), pages 170-183.
  21. Liu, Lei & Conaway, Mark R. & Knaus, William A. & Bergin, James D., 2008. "A random effects four-part model, with application to correlated medical costs," Computational Statistics & Data Analysis, Elsevier, vol. 52(9), pages 4458-4473, May.
  22. Iris Meulman & Bette Loef & Niek Stadhouders & Tron Anders Moger & Albert Wong & Johan J. Polder & Ellen Uiters, 2023. "Estimating healthcare expenditures after becoming divorced or widowed using propensity score matching," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 24(7), pages 1047-1060, September.
  23. Theodore Stefos & Laura Lehner & Marta Render & Eileen Moran & Peter Almenoff, 2012. "Determining population based mortality risk in the Department of Veterans Affairs," Health Care Management Science, Springer, vol. 15(2), pages 121-137, June.
  24. Manos Matsaganis & Theodore Mitrakos & Panos Tsakloglou, 2009. "Modelling health expenditure at the household level in Greece," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 10(3), pages 329-336, July.
  25. Hana Ross & Frank J. Chaloupka, 2003. "The effect of cigarette prices on youth smoking," Health Economics, John Wiley & Sons, Ltd., vol. 12(3), pages 217-230, March.
  26. Andrew M. Jones & James Lomas & Peter T. Moore & Nigel Rice, 2016. "A quasi-Monte-Carlo comparison of parametric and semiparametric regression methods for heavy-tailed and non-normal data: an application to healthcare costs," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 179(4), pages 951-974, October.
  27. Kathleen Carey & Theodore Stefos, 2011. "Measuring the cost of hospital adverse patient safety events," Health Economics, John Wiley & Sons, Ltd., vol. 20(12), pages 1417-1430, December.
  28. Jones, A.M, 2010. "Models For Health Care," Health, Econometrics and Data Group (HEDG) Working Papers 10/01, HEDG, c/o Department of Economics, University of York.
  29. Qing Li & Alain A. Cohen & Linda P. Fried, 2017. "A novel health metric based on biomarkers," Cahiers de recherche 17-08, Departement d'économique de l'École de gestion à l'Université de Sherbrooke.
  30. Besstremyannaya, Galina, 2017. "Measuring income equity in the demand for healthcare with finite mixture models," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 46, pages 5-29.
  31. Carole Roan Gresenz & Jeanette A. Rogowski & Jose Escarce, 2004. "Healthcare Markets, the Safety Net and Access to Care Among the Uninsured," NBER Working Papers 10799, National Bureau of Economic Research, Inc.
  32. Galina Besstremyannaya, 2012. "Estimating income equity in social health insurance system," Working Papers w0172, Center for Economic and Financial Research (CEFIR).
  33. Partha Deb & Murat K. Munkin & Pravin K. Trivedi, 2006. "Bayesian analysis of the two‐part model with endogeneity: application to health care expenditure," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 21(7), pages 1081-1099, November.
  34. Onur Başer & Joseph C. Gardiner & Cathy J. Bradley & Hüseyin Yüce & Charles Given, 2006. "Longitudinal analysis of censored medical cost data," Health Economics, John Wiley & Sons, Ltd., vol. 15(5), pages 513-525, May.
  35. Xiao‐Hua Zhou & Huazhen Lin & Eric Johnson, 2008. "Non‐parametric heteroscedastic transformation regression models for skewed data with an application to health care costs," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 70(5), pages 1029-1047, November.
  36. Polsky, Daniel & David, Guy & Yang, Jianing & Kinosian, Bruce & Werner, Rachel M., 2014. "The effect of entry regulation in the health care sector: The case of home health," Journal of Public Economics, Elsevier, vol. 110(C), pages 1-14.
  37. Kathleen Carey & Jean M. Mitchell, 2018. "Specialization and production cost efficiency: evidence from ambulatory surgery centers," International Journal of Health Economics and Management, Springer, vol. 18(1), pages 83-98, March.
  38. Abegunde, Dele Olawale & Stanciole, Anderson E., 2008. "The economic impact of chronic diseases: How do households respond to shocks? Evidence from Russia," Social Science & Medicine, Elsevier, vol. 66(11), pages 2296-2307, June.
  39. Manning, Willard G. & Mullahy, John, 2001. "Estimating log models: to transform or not to transform?," Journal of Health Economics, Elsevier, vol. 20(4), pages 461-494, July.
  40. Oscar Mitnik, 2008. "How do Training Programs Assign Participants to Training? Characterizing the Assignment Rules of Government Agencies for Welfare-to-Work Programs in California," Working Papers 0907, University of Miami, Department of Economics.
  41. Galina Besstremyannaya, 2012. "Estimating income equity in social health insurance system," Working Papers w0172, New Economic School (NES).
  42. John Tauras & Lisa Powell & Frank Chaloupka & Hana Ross, 2007. "The demand for smokeless tobacco among male high school students in the United States: the impact of taxes, prices and policies," Applied Economics, Taylor & Francis Journals, vol. 39(1), pages 31-41.
  43. Andrew M. Jones & James Lomas & Nigel Rice, 2015. "Healthcare Cost Regressions: Going Beyond the Mean to Estimate the Full Distribution," Health Economics, John Wiley & Sons, Ltd., vol. 24(9), pages 1192-1212, September.
  44. William F. Bassett, 2007. "Medicaid's Nursing Home Coverage and Asset Transfers," Public Finance Review, , vol. 35(3), pages 414-439, May.
  45. Seshamani, Meena & Gray, Alastair M., 2004. "A longitudinal study of the effects of age and time to death on hospital costs," Journal of Health Economics, Elsevier, vol. 23(2), pages 217-235, March.
  46. Manning, Willard G. & Basu, Anirban & Mullahy, John, 2005. "Generalized modeling approaches to risk adjustment of skewed outcomes data," Journal of Health Economics, Elsevier, vol. 24(3), pages 465-488, May.
  47. Partha Deb & James F. Burgess, Jr., 2003. "A Quasi-experimental Comparison of Econometric Models for Health Care Expenditures," Economics Working Paper Archive at Hunter College 212, Hunter College Department of Economics.
  48. Hugh Gravelle & Mark Dusheiko & Steve Martin & Pete Smith & Nigel Rice & Jennifer Dixon, 2011. "Modelling Individual Patient Hospital Expenditure for General Practice Budgets," Working Papers 073cherp, Centre for Health Economics, University of York.
  49. Jean‐Paul Chaze, 2005. "Assessing household health expenditure with Box–Cox censoring models," Health Economics, John Wiley & Sons, Ltd., vol. 14(9), pages 893-907, September.
  50. Partha Deb & Ann M. Holmes, 2000. "Estimates of use and costs of behavioural health care: a comparison of standard and finite mixture models," Health Economics, John Wiley & Sons, Ltd., vol. 9(6), pages 475-489, September.
  51. Basu, A & Polsky, D & Manning, W G, 2008. "Use of propensity scores in non-linear response models: The case for health care expenditures," Health, Econometrics and Data Group (HEDG) Working Papers 08/11, HEDG, c/o Department of Economics, University of York.
  52. Michael Keane & Olena Stavrunova, 2011. "A smooth mixture of Tobits model for healthcare expenditure," Health Economics, John Wiley & Sons, Ltd., vol. 20(9), pages 1126-1153, September.
  53. Kathleen Carey & Shibei Zhao & A Lynn Snow & Christine W Hartmann, 2018. "The relationship between nursing home quality and costs: Evidence from the VA," PLOS ONE, Public Library of Science, vol. 13(9), pages 1-9, September.
  54. Anirban Basu & Bhakti V. Arondekar & Paul J. Rathouz, 2006. "Scale of interest versus scale of estimation: comparing alternative estimators for the incremental costs of a comorbidity," Health Economics, John Wiley & Sons, Ltd., vol. 15(10), pages 1091-1107, October.
  55. H. Jiang & Bernard Friedman & Shenyi Jiang, 2013. "Hospital cost and quality performance in relation to market forces: an examination of U.S. community hospitals in the “post-managed care era”," International Journal of Health Economics and Management, Springer, vol. 13(1), pages 53-71, March.
  56. Nadia Yakhelef & Martine Audibert & Bruno Peirera & Antoine Mons & Emmanuel Chabert, 2015. "Cost-utility Analysis of Vertebroplasty versus Thoracolumbosacral Orthosis in the Treatment of Traumatic Vertebral Fractures," CERDI Working papers halshs-01241824, HAL.
  57. Marcel Bilger & Willard G. Manning, 2015. "Measuring Overfitting In Nonlinear Models: A New Method And An Application To Health Expenditures," Health Economics, John Wiley & Sons, Ltd., vol. 24(1), pages 75-85, January.
  58. Finkelstein, Eric A. & Zhen, Chen & Bilger, Marcel & Nonnemaker, James & Farooqui, Assad M. & Todd, Jessica E., 2013. "Implications of a sugar-sweetened beverage (SSB) tax when substitutions to non-beverage items are considered," Journal of Health Economics, Elsevier, vol. 32(1), pages 219-239.
  59. Anirban Basu & Willard G. Manning, 2010. "Estimating lifetime or episode‐of‐illness costs under censoring," Health Economics, John Wiley & Sons, Ltd., vol. 19(9), pages 1010-1028, September.
  60. Nadia Yakhelef & Martine Audibert & Bruno Peirera & Antoine Mons & Emmanuel Chabert, 2015. "Cost-utility Analysis of Vertebroplasty versus Thoracolumbosacral Orthosis in the Treatment of Traumatic Vertebral Fractures," Working Papers halshs-01241824, HAL.
  61. Jay Dev Dubey, 2021. "Measuring Income Elasticity of Healthcare-Seeking Behavior in India: A Conditional Quantile Regression Approach," Journal of Quantitative Economics, Springer;The Indian Econometric Society (TIES), vol. 19(4), pages 767-793, December.
  62. Hao Yu, 2017. "China’s medical savings accounts: an analysis of the price elasticity of demand for health care," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 18(6), pages 773-785, July.
  63. Lars Fredrik Andersson & Liselotte Eriksson & Paul Nystedt, 2022. "Workplace accidents and workers’ solidarity: mutual health insurance in early twentieth‐century Sweden†," Economic History Review, Economic History Society, vol. 75(1), pages 203-234, February.
  64. Juan Pablo Atal, 2019. "Lock-in in Dynamic Health Insurance Contracts: Evidence from Chile," PIER Working Paper Archive 19-020, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
  65. Linnea Polgreen & John Brooks, 2012. "Estimating Incremental Costs with Skew," Applied Health Economics and Health Policy, Springer, vol. 10(5), pages 319-329, September.
  66. Anirban Basu & Willard G. Manning & John Mullahy, 2004. "Comparing alternative models: log vs Cox proportional hazard?," Health Economics, John Wiley & Sons, Ltd., vol. 13(8), pages 749-765, August.
  67. Bilger M. & Manning W.G, 2011. "Measuring overfitting and mispecification in nonlinear models," Health, Econometrics and Data Group (HEDG) Working Papers 11/25, HEDG, c/o Department of Economics, University of York.
  68. Andreas Bayerstadler & Franz Benstetter & Christian Heumann & Fabian Winter, 2014. "A predictive modeling approach to increasing the economic effectiveness of disease management programs," Health Care Management Science, Springer, vol. 17(3), pages 284-301, September.
  69. Samuel L Brilleman & Hugh Gravelle & Sandra Hollinghurst & Sarah Purdy & Chris Salisbury & Frank Windmeijer, 2011. "Keep it Simple? Predicting Primary Health Care Costs with Measures of Morbidity and Multimorbidity," Working Papers 072cherp, Centre for Health Economics, University of York.
  70. Keane, Michael & Stavrunova, Olena, 2016. "Adverse selection, moral hazard and the demand for Medigap insurance," Journal of Econometrics, Elsevier, vol. 190(1), pages 62-78.
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