Cited by 760Statistical Distribution Estimation and ApplicationsStatistical Methods and Bayesian InferenceHealthcare Policy and Management

The DOI matches its Crossref record; 17 of the 17 references it cites were found in a registry or an index.

Generalized modeling approaches to risk adjustment of skewed outcomes data

Open access

Manning, Willard G., Basu, Anirban, Mullahy, John·2005·Journal of Health Economics

DOI 10.1016/j.jhealeco.2004.09.011

Open this paper in CoChat — free account Open PDF

Abstract

There are two broad classes of models used to address the econometric problems caused by skewness in data commonly encountered in health care applications: (1) transformation to deal with skewness (e.g., ordinary least square (OLS) on ln(y)); and (2) alternative weighting approaches based on exponential conditional models (ECM) and generalized linear model (GLM) approaches. In this paper, we encompass these two classes of models using the three parameter generalized Gamma (GGM) distribution, which includes several of the standard alternatives as special cases-OLS with a normal error, OLS for the log-normal, the standard Gamma and exponential with a log link, and the Weibull. Using simulation methods, we find the tests of identifying distributions to be robust. The GGM also provides a potentially more robust alternative estimator to the standard alternatives. An example using inpatient expenditures is also analyzed.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

Integrity signals

Registry

Crossref · 10.1016/j.jhealeco.2004.09.011

Cites

17 of 17 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Regression Models and Life-Tables
Cox, D. R. (1972) · Journal of the Royal Statistical Society Series B: Statistical Methodology · doi:10.1111/j.2517-6161.1972.tb00899.x · Cited by 39,793
Smearing Estimate: A Nonparametric Retransformation Method
Duan, N.-H. (1983) · Journal of the American Statistical Association · doi:10.1080/01621459.1983.10478017 · Cited by 2,289
Estimating log models: to transform or not to transform?
Manning, W. G., & Mullahy, J. (2001) · Journal of Health Economics · doi:10.1016/s0167-6296(01)00086-8 · Cited by 1,790
Self-citation
A Generalization of the Gamma Distribution
Stacy, E. W. (1962) · The Annals of Mathematical Statistics · doi:10.1214/aoms/1177704481 · Cited by 1,404
Logistic Regression Diagnostics
Pregibon, D. (1981) · The Annals of Statistics · doi:10.1214/aos/1176345513 · Cited by 1,303
The logged dependent variable, heteroscedasticity, and the retransformation problem.
Manning, W. (1998) · Journal of Health Economics · doi:10.1016/s0167-6296(98)00025-3 · Cited by 959
Self-citation
Much ado about two: reconsidering retransformation and the two-part model in health econometrics.
Mullahy, J. (1998) · Journal of Health Economics · doi:10.1016/s0167-6296(98)00030-7 · Cited by 791
Self-citation
Goodness of Link Tests for Generalized Linear Models
Pregibon, D. (1980) · Journal of the Royal Statistical Society Series C (Applied Statistics) · doi:10.2307/2346405 · Cited by 764
Modeling risk using generalized linear models.
Blough, D., Madden, C., & Hornbrook, M. (1999) · Journal of Health Economics · doi:10.1016/s0167-6296(98)00032-0 · Cited by 473
Estimating marginal and incremental effects on health outcomes using flexible link and variance function models.
Basu, A., & Rathouz, P. (2005) · Biostatistics · doi:10.1093/biostatistics/kxh020 · Cited by 357
Self-citation

Show all 17 references

Research works printed but not linked: 1

Meltzer, 2002, Effects of hospitalist physicians on an academic general medicine service: results of a randomized trial, Archives of Internal Medicine, 137, 866

Sorted by citations

Items 301–400 of 760

A New Non-Parametric Matching Method for Bias Adjustment with Applications to Economic EvaluationsPreprint
Sekhon, J. S., & Grieve, R. (2007) · SSRN Electronic Journal · doi:10.2139/ssrn.1138926 · Cited by 20
Hypertension-Associated Expenditures for Medication Among US Adults
Wang, G., Li, Y., Ayala, C., George, M. G., & Fang, J. (2013) · American Journal of Hypertension · doi:10.1093/ajh/hpt079 · Cited by 19
Associations Between End-of-Life Cancer Care Patterns and Medicare Expenditures
Wang, S., Hall, J. P., Pollack, C. E., Adelson, K. B., Davidoff, A. J., Long, J. B., & Gross, C. P. (2016) · Journal of the National Comprehensive Cancer Network · doi:10.6004/jnccn.2016.0107 · Cited by 19
A new methodological approach to adjust alcohol exposure distributions to improve the estimation of alcohol‐attributable fractions
Parish, W. J., Aldridge, A., Allaire, B. T., Ekwueme, D. U., Poehler, D. C., Guy, G. P., Thomas, C. C., & Trogdon, J. G. (2017) · Addiction · doi:10.1111/add.13880 · Cited by 19
Factors associated with costs of care in community-dwelling persons with dementia from a third party payer and societal perspective: a cross-sectional study
Vandepitte, S., Wilder, L. V., Putman, K. D., Noortgate, N. V. D., Verhaeghe, S. T. L., Trybou, J., & Annemans, L. (2020) · BMC Geriatrics · doi:10.1186/s12877-020-1414-6 · Cited by 19
Respiratory viral testing and antibacterial treatment in patients hospitalized with community-acquired pneumonia
Klompas, M., Imrey, P. B., Yu, P.-C., Rhee, C., Deshpande, A., Haessler, S., Zilberberg, M. D., & Rothberg, M. B. (2020) · Infection Control and Hospital Epidemiology · doi:10.1017/ice.2020.1312 · Cited by 19
Development and Validation of an Electronic Frailty Index Using Routine Electronic Health Records: An Observational Study From a General Hospital in China
Liang, Y., Xie, Y., Du, M., Shi, J. C., Yang, J.-F., & Wang, H. (2021) · Frontiers in Medicine · doi:10.3389/fmed.2021.731445 · Cited by 22
Comparative Costs of Management Strategies for Neonates With Symptomatic Tetralogy of Fallot
O'Byrne, M. L., Glatz, A. C., Huang, Y.-S. V., Kelleman, M. S., Petit, C. J., Qureshi, A. M., Shahanavaz, S., Nicholson, G. T., Batlivala, S. P., Meadows, J. J., et al. (2022) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2021.12.036 · Cited by 19
Is accreditation linked to hospital infection rates? A 4-year, data linkage study ofStaphylococcus aureusrates and accreditation scores in 77 Australian acute hospitals
Mumford, V., Reeve, R., Greenfield, D., Forde, K., Westbrook, J. I., & Braithwaite, J. (2015) · International Journal for Quality in Health Care · doi:10.1093/intqhc/mzv078 · Cited by 19
Decision Thresholds and Changes in Risk for Preventive Treatment
Courbage, C., & Rey, B. (2014) · Health Economics · doi:10.1002/hec.3127 · Cited by 19
Costs of Health Resource Utilization Among HIV-Positive Individuals in British Columbia, Canada: Results From a Population-Level Study
Nosyk, B., Lima, V. D., Colley, G., Yip, B., Hogg, R. S., & Montaner, J. S. G. (2014) · PharmacoEconomics · doi:10.1007/s40273-014-0229-8 · Cited by 19
Comparative economic evaluation of home‐based and hospital‐based palliative care for terminal cancer patients
Kato, K., & Fukuda, H. (2017) · Geriatrics and gerontology international/Geriatrics & gerontology international · doi:10.1111/ggi.12977 · Cited by 19
Design and impact of bundled payment for detox and follow-up care
Quinn, A. E., Hodgkin, D., Perloff, J. N., Stewart, M. T., Brolin, M. F., Lane, N., & Horgan, C. M. (2017) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2017.09.012 · Cited by 19
Estimating the Impact of Diabetes Mellitus on Worker Productivity Using Self-Report, Electronic Health Record and Human Resource Data
Tabano, D. C., Anderson, M. L., Ritzwoller, D. P., Beck, A. L., Carroll, N. M., Fishman, P. A., & Grossman, D. C. (2018) · Journal of Occupational and Environmental Medicine · doi:10.1097/jom.0000000000001441 · Cited by 19
Fitting Heavy-Tailed Distributions to Health Care Data by Parametric and Bayesian Methods
Gardiner, J. C., Luo, Z., Tang, X., & Ramamoorthi, R. V. (2013) · Journal of Statistical Theory and Practice · doi:10.1080/15598608.2013.824823 · Cited by 19
Long-term cost-effectiveness of cognitive behavioral therapy versus psychodynamic therapy in social anxiety disorder
Egger, N., Konnopka, A., Beutel, M. E., Herpertz, S., Hiller, W., Hoyer, J., Salzer, S., Stangier, U., Strauss, B. M., Willutzki, U., et al. (2016) · Depression and Anxiety · doi:10.1002/da.22540 · Cited by 19
Decline in alcohol consumption in Russia: Collectivity or polarisation?
Радаев, В., & Roshchina, Y. M. (2021) · Drug and Alcohol Review · doi:10.1111/dar.13253 · Cited by 18
Costs and quality of life associated with radial artery and saphenous vein cardiac bypass surgery: results from a Veterans Affairs multisite trial
Wagner, T. H., Sethi, G. K., Holman, W. L., Lee, K., Bakaeen, F. G., Upadhyay, A., McFalls, E. O., Tobler, H. G., Kelly, R. F., Crittenden, M. D., et al. (2011) · The American Journal of Surgery · doi:10.1016/j.amjsurg.2011.06.011 · Cited by 18
Medicaid Expenditures on Psychotropic Medications for Children in the Child Welfare System
Raghavan, R., Brown, D. S., Thompson, H. F., Ettner, S. L., Clements, L. M., & Key, W. (2012) · Journal of Child and Adolescent Psychopharmacology · doi:10.1089/cap.2011.0135 · Cited by 18
Economic analysis of the phase III MENSA study evaluating mepolizumab for severe asthma with eosinophilic phenotype
Basu, A., Dalal, A. A., Canonica, G. W., Forshag, M. S., Yancey, S. W., Nagar, S. P., & Bell, C. F. (2017) · Expert Review of Pharmacoeconomics & Outcomes Research · doi:10.1080/14737167.2017.1298444 · Cited by 18
Self-citation
The financial impact and drivers of hospital charges in contralateral prophylactic mastectomy and reconstruction: a Nationwide Inpatient Sample hospital analysis
Bucknor, A. E. M., Chattha, A. S., Ultee, K. H. J., Wu, W. W., Kamali, P., Bletsis, P. P., Chen, A., Lee, B. T., Cronin, C., & Lin, S. J. (2017) · Breast Cancer Research and Treatment · doi:10.1007/s10549-017-4315-4 · Cited by 18
Value-driven cardiac surgery: Achieving “perfect care” after coronary artery bypass grafting
Glotzbach, J. P., Sharma, V., Tonna, J. E., Pettit, J. C., McKellar, S. H., Eckhauser, A. W., Varghese, T. K., & Selzman, C. H. (2018) · Journal of Thoracic and Cardiovascular Surgery · doi:10.1016/j.jtcvs.2018.03.177 · Cited by 18
Robust Estimators of the Generalized Log-Gamma Distribution
Agostinelli, C., Marazzi, A., & Yohai, V. J. (2013) · Technometrics · doi:10.1080/00401706.2013.818578 · Cited by 18
Retrospective database study to assess the economic impact of hip fracture in the United Kingdom
Lambrelli, D., Burge, R. T., Raluy-Callado, M., Chen, S., Wu, N., & Schoenfeld, M. J. (2014) · Journal of Medical Economics · doi:10.3111/13696998.2014.959588 · Cited by 18
Lifetime direct costs of stroke for indigenous patients adjusted for comorbidities
Zhao, Y., Condon, J. R., Lawton, P. D., He, V. Y., & Cadilhac, D. A.-M. (2016) · Neurology · doi:10.1212/wnl.0000000000002908 · Cited by 18
Homelessness in the child welfare system: A randomized controlled trial to assess the impact of housing subsidies on foster care placements and costs
Fowler, P. J., Brown, D. S., Schoeny, M. E., & Chung, S. (2018) · Child Abuse & Neglect · doi:10.1016/j.chiabu.2018.07.014 · Cited by 18
Fractional flow reserve (FFR) versus angiography in guiding management to optimise outcomes in non-ST segment elevation myocardial infarction (FAMOUS-NSTEMI) developmental trial: cost-effectiveness using a mixed trial- and model-based methods
Nam, J., Briggs, A. H., Layland, J. J., Oldroyd, K. G., Curzen, N. P., Sood, A., Balachandran, K. P., Das, R., Junejo, S., Eteiba, H., et al. (2015) · Cost Effectiveness and Resource Allocation · doi:10.1186/s12962-015-0045-9 · Cited by 18
APPLYING RISK ADJUSTED COST‐EFFECTIVENESS (RAC‐E) ANALYSIS TO HOSPITALS: ESTIMATING THE COSTS AND CONSEQUENCES OF VARIATION IN CLINICAL PRACTICE
Karnon, J. D., Caffrey, O., Pham, C. T., Grieve, R., Ben-Tovim, D. I., Hakendorf, P. H., & Crotty, M. (2012) · Health Economics · doi:10.1002/hec.2828 · Cited by 17
Prospective association of low serum total testosterone levels with health care utilization and costs in a population‐based cohort of men
Haring, R., Baumeister, S., Völzke, H., Kohlmann, T., Marschall, P., Fleßa, S., Nauck, M. A., & Wallaschofski, H. (2010) · International Journal of Andrology · doi:10.1111/j.1365-2605.2009.01029.x · Cited by 17
Cumulative Expenditures under the DI , SSI , Medicare, and Medicaid Programs for a Cohort of Disabled Working‐Age Adults
Riley, G. F., & Rupp, K. (2014) · Health Services Research · doi:10.1111/1475-6773.12219 · Cited by 17
Association Between State Medical Malpractice Environment and Surgical Quality and Cost in the United States
Bilimoria, K. Y., Sohn, M., Chung, J. W., Minami, C. A., Oh, E. H., Pavey, E. S., Ho, K. J., Black, B. S., Mello, M. M., & Bentrem, D. J. (2016) · Annals of Surgery · doi:10.1097/sla.0000000000001538 · Cited by 17
Impact of Medicare Part D on out‐of‐pocket drug costs and medical use for patients with cancer
Kircher, S. M., Johansen, M. E., Nimeiri, H. S., Richardson, C. R., & Davis, M. M. (2014) · Cancer · doi:10.1002/cncr.28898 · Cited by 17
Regional Variations in In-hospital Mortality, Care Processes, and Spending in Acute Ischemic Stroke Patients in Japan
Otsubo, T., Goto, E., Morishima, T., Ikai, H., Yokota, C., Minematsu, K., & Imanaka, Y. (2014) · Journal of Stroke and Cerebrovascular Diseases · doi:10.1016/j.jstrokecerebrovasdis.2014.09.016 · Cited by 17
Integrative Palliative Care, Advance Directives, and Hospital Outcomes of Critically Ill Older Adults
Yoo, J. W., Nakagawa, S., & Kim, S. (2012) · American Journal of Hospice and Palliative Medicine® · doi:10.1177/1049909111435813 · Cited by 17
Distance to work in Beijing: Institutional reform and bargaining power
Wang, L., & Qin, P. (2015) · Urban Studies · doi:10.1177/0042098015620358 · Cited by 17
Two-Part Models for Zero-Modified Count and Semicontinuous Data
Neelon, B., & O’Malley, A. J. (2019) · Health services research · doi:10.1007/978-1-4939-8715-3_39 · Cited by 17
Cost and survival of video-assisted thoracoscopic lobectomy versus open lobectomy in lung cancer patients: a propensity score-matched study
Marijic, P., Walter, J., Schneider, C. P., & Schwarzkopf, L. (2019) · European Journal of Cardio-Thoracic Surgery · doi:10.1093/ejcts/ezz157 · Cited by 16
Comparing outcomes of ILD patients managed in specialised versus non-specialised centres
Marijic, P., Schwarzkopf, L., Maier, W., Trudzinski, F. C., Kreuter, M., & Schwettmann, L. (2022) · Respiratory Research · doi:10.1186/s12931-022-02143-1 · Cited by 17
Estimating health care costs at scale in low- and middle-income countries: Mathematical notations and frameworks for the application of cost functions.
d’Elbée, M., Terris-Prestholt, F., Briggs, A., Griffiths, U., Larmarange, J., Medley, G., & Gomez, G. B. (2023) · Health Economics · doi:10.1002/hec.4722 · Cited by 13
Leveraging Weather Dynamics in Insurance Claims Triage Using Deep Learning
Shi, P., Zhang, W. E., & Shi, K. (2024) · Journal of the American Statistical Association · doi:10.1080/01621459.2024.2308314 · Cited by 18
Application of Machine Learning Approaches to Prediction of Corrosion Defects in Energy Pipelines
Hussain, M. N., Zhang, T., Jamil, I., Soomro, A. A., & Hussain, I. (2024) · Engineering materials · doi:10.1007/978-3-031-60358-7_7 · Cited by 20
Out-of-Pocket Drug Costs and Drug Utilization Patterns of Postmenopausal Medicare Beneficiaries with Osteoporosis
Conwell, L. J., Esposito, D., Garavaglia, S. B., Meadows, E. S., Colby, M. S., Herrera, V., Goldfarb, S., BALL, D. E., & Marciniak, M. D. (2011) · The American Journal of Geriatric Pharmacotherapy · doi:10.1016/j.amjopharm.2011.04.009 · Cited by 16
Comparative Analysis of Treatment Costs in EUROHOPE.
Iversen, T., Aas, E., Rosenqvist, G., & Häkkinen, U. (2015) · Health Economics · doi:10.1002/hec.3262 · Cited by 14
Impact of chronic ischemic heart disease on the health care costs of COPD patients – An analysis of German claims data
Schwarzkopf, L., Wacker, M. E., Ertl, J., Hapfelmeier, J., Larisch, K., & Leidl, R. (2016) · Respiratory Medicine · doi:10.1016/j.rmed.2016.08.001 · Cited by 16
An approximation method for risk aggregations and capital allocation rules based on additive risk factor models
Zhou, M., Dhaene, J., & Yao, J. (2018) · Insurance Mathematics and Economics · doi:10.1016/j.insmatheco.2018.01.002 · Cited by 16
Use, costs, and predictors of psychiatric healthcare services following an autism spectrum diagnosis: Population-based cohort study
Croteau, C., Mottron, L., Dorais, M., Tarride, J., & Perreault, S. (2019) · Autism · doi:10.1177/1362361319840229 · Cited by 16
Association of Post-discharge Service Types and Timing with 30-Day Readmissions, Length of Stay, and Costs
Tak, H. J., Goldsweig, A. M., Wilson, F. A., Schram, A. W., Saunders, M. R., Hawking, M. K., Gupta, T., Yuan, C., & Chen, L. (2021) · Journal of General Internal Medicine · doi:10.1007/s11606-021-06708-6 · Cited by 16
The use of short-acting bronchodilators and cost burden of asthma across Global Initiative for Asthma–based severity levels: Insights from a large US commercial and managed Medicaid population
Pollack, M. F., Gandhi, H. N., Tkacz, J. P., Lanz, M. J., Lugogo, N. L., & Gilbert, I. (2022) · Journal of Managed Care & Specialty Pharmacy · doi:10.18553/jmcp.2022.21498 · Cited by 16
Clinical Outcomes, Utilization, and Charges in Persons With Neck Pain Receiving Guideline Adherent Physical Therapy
Horn, M. E., Brennan, G. P., George, S. Z., Harman, J. S., & Bishop, M. D. (2015) · Evaluation & the Health Professions · doi:10.1177/0163278715583510 · Cited by 16
Predicting 30-Day Risk and Cost of "All-Cause" Hospital Readmissions
Sushmita, S., Khulbe, G., Hasan, A., Newman, S., Ravindra, P., Roy, S. B., Cock, M. D., & Teredesai, A. M. (2016) · National Conference on Artificial Intelligence · Cited by 16
Multiplicative Models For Continuous Dependent Variables: Estimation on Unlogged versus Logged Form
Petersen, T. (2017) · Sociological Methodology · doi:10.1177/0081175017730108 · Cited by 16
A pilot study on patient-related costs and factors associated with the cost of specialist palliative care in the hospital: first steps towards a patient classification system in Germany
Becker, C., Leidl, R., Schildmann, E. K., Hodiamont, F., & Bausewein, C. (2018) · Cost Effectiveness and Resource Allocation · doi:10.1186/s12962-018-0154-3 · Cited by 16
Same-day discharge among patients undergoing elective PCI: Insights from the VA CART Program
Rymer, J. A., O’Donnell, C. I., Plomondon, M. E., Hess, P. L., Donahue, M., Hebert, P. L., Shroff, A. R., Swaminathan, R. V., Waldo, S. W., Seto, A. H., et al. (2019) · American Heart Journal · doi:10.1016/j.ahj.2019.09.003 · Cited by 15
Medical Marijuana Legalization and Opioid- and Pain-Related Outcomes Among Patients Newly Diagnosed With Cancer Receiving Anticancer Treatment
Bao, Y., Zhang, H., Bruera, E. D., Portenoy, R. K., Rosa, W. E., Reid, M. C., & Wen, H. (2022) · JAMA Oncology · doi:10.1001/jamaoncol.2022.5623 · Cited by 17
Disentangling incentives effects of insurance coverage from adverse selection in the case of drug expenditure: a finite mixture approach
Munkin, M. K., & Trivedi, P. K. (2010) · Health Economics · doi:10.1002/hec.1636 · Cited by 15
Fourth order pseudo maximum likelihood methods
Holly, A., Monfort, A., & Rockinger, M. (2011) · Journal of Econometrics · doi:10.1016/j.jeconom.2011.01.004 · Cited by 15
Medical Care Costs for Recurrent versus De Novo Stage IV Cancer by Age at Diagnosis
Ritzwoller, D. P., Fishman, P. A., Banegas, M. P., Carroll, N. M., O'Keeffe-Rosetti, M. C., Cronin, A. M., Uno, H., Hornbrook, M. C., & Hassett, M. J. (2018) · Health Services Research · doi:10.1111/1475-6773.13014 · Cited by 15
Examining racial and ethnic trends and differences in annual healthcare expenditures among a nationally representative sample of adults with arthritis from 2008 to 2016
Spector, A. L., Nagavally, S., Dawson, A. Z., Walker, R. J., & Egede, L. E. (2020) · BMC Health Services Research · doi:10.1186/s12913-020-05395-z · Cited by 15
Initial and subsequent 3-year cost after hospitalization for first acute ischemic stroke and intracerebral hemorrhage
Yousufuddin, M., Moriarty, J. P., Lackore, K. A., Zhu, Y., Peters, J. L., Doyle, T., Jensen, K. L., Ahmmad, E. M., Al-Ward, R., Alzu’bi, H., et al. (2020) · Journal of the Neurological Sciences · doi:10.1016/j.jns.2020.117181 · Cited by 15
Private Information in Healthcare Utilization: Specification of a Copula-Based Hurdle Model
Shi, P., & Zhang, W. E. (2014) · Journal of the Royal Statistical Society Series A (Statistics in Society) · doi:10.1111/rssa.12065 · Cited by 15
Analysis of osteoporosis treatment patterns with bisphosphonates and outcomes among postmenopausal veterans
Lafleur, J., DuVall, S. L., Willson, T. M., Ginter, T., Patterson, O. V., Cheng, Y., Knippenberg, K., Haroldsen, C. L., Adler, R. A., Curtis, J. R., et al. (2015) · Bone · doi:10.1016/j.bone.2015.04.022 · Cited by 15
A quasi-Monte Carlo comparison of developments in parametric and semi-parametric regression methods for heavy tailed and non-normal data: with an application to healthcare costsPreprint
Jones, A. M., Lomas, J. R. S., Moore, P., & Rice, N. (2015) · RePEc: Research Papers in Economics · Cited by 15
Does obesity along with major depression or anxiety lead to higher use of health care and costs? A 6-year follow-up study
Nigatu, Y. T., Bültmann, U., Schoevers, R. A., Penninx, B. W. J. H., & Reijneveld, S. A. (2017) · European Journal of Public Health · doi:10.1093/eurpub/ckx126 · Cited by 14
The association between physical activity and hospital payments for acute admissions in the Australian population aged 45 and over
Marashi, A. H., Pour, S. G., Li, V., Rissel, C. E., & Girosi, F. (2019) · PLoS ONE · doi:10.1371/journal.pone.0218394 · Cited by 14
The clinical and financial cost of mental disorders among elderly patients with gastrointestinal malignancies
Harris, J. P., Kashyap, M., Humphreys, J., Pollom, E. L., & Chang, D. T. (2020) · Cancer Medicine · doi:10.1002/cam4.3509 · Cited by 14
Screening, Brief Intervention, and Referral to Treatment for Pain Management for Veterans Seeking Service-Connection Payments for Musculoskeletal Disorders: SBIRT-PM Study Protocol
Martino, S., Lazar, C. M., Sellinger, J. J., Gilstad‐Hayden, K., Fenton, B. T., Barnett, P. G., Brummett, B. R., Higgins, D. M., Holtzheimer, P. E., Mattocks, K. M., et al. (2020) · Pain Medicine · doi:10.1093/pm/pnaa334 · Cited by 14
How do low‐income enrollees in the Affordable Care Act marketplaces respond to cost‐sharing?
Lavetti, K., DeLeire, T., & Ziebarth, N. R. (2023) · Journal of Risk & Insurance · doi:10.1111/jori.12416 · Cited by 14
Association of Outpatient Behavioral Health Treatment With Medical and Pharmacy Costs in the First 27 Months Following a New Behavioral Health Diagnosis in the US
Bellon, J. E., Quinlan, C., Taylor, B. A., Nemecek, D. A., Borden, E., & Needs, P. (2022) · JAMA Network Open · doi:10.1001/jamanetworkopen.2022.44644 · Cited by 11
In-hospital falls and fall-related injuries: a protocol for a cost of fall study
Morello, R., Barker, A., Haines, T., Zavarsek, S., Watts, J., Hill, K., Brand, C., Sherrington, C., Wolfe, R., Bohensky, M., et al. (2013) · Injury Prevention · doi:10.1136/injuryprev-2012-040706 · Cited by 14
Nonadherence to oral linezolid after hospitalization: A retrospective claims analysis of the incidence and consequence of claim reversals
Ball, A. T., Xu, Y., Sanchez, R. J., Shelbaya, A., Deminski, M. C., & Nau, D. P. (2010) · Clinical Therapeutics · doi:10.1016/s0149-2918(10)80027-x · Cited by 14
Juvenile obesity and its association with utilisation and costs of pharmaceuticals - results from the KiGGS study
Wenig, C. M., Knopf, H. C., & Menn, P. (2011) · BMC Health Services Research · doi:10.1186/1472-6963-11-340 · Cited by 14
Priority setting in health care and higher order degree change in risk
Courbage, C., & Rey, B. (2012) · Journal of Health Economics · doi:10.1016/j.jhealeco.2012.03.004 · Cited by 14
Linking Costs and Survival in the Treatment of Older Adults With Chronic Myeloid Leukemia
Lin, P., Winn, A. N., Parsons, S. K., Neumann, P. J., Weiss, E. S., & Cohen, J. T. (2016) · Medical Care · doi:10.1097/mlr.0000000000000496 · Cited by 15
Cost analysis of improving emergency care for aged care residents under a Hospital in the Nursing Home program in Australia
Fan, L., Lukin, B., Zhao, J., Sun, J., Dingle, K. D., Purtill, R., Tapp, S., & Hou, X. (2018) · PLoS ONE · doi:10.1371/journal.pone.0199879 · Cited by 14
Treatment of Craniosynostosis: The Impact of Hospital Surgical Volume on Cost, Resource Utilization, and Outcomes
Chattha, A. S., Bucknor, A. E. M., Curiel, D. A., Ultee, K. H. J., Afshar, S., & Lin, S. J. (2018) · Journal of Craniofacial Surgery · doi:10.1097/scs.0000000000004561 · Cited by 14
Patients with coronary artery disease after acute myocardial infarction: effects of continuous enrollment in a structured Disease Management Program on adherence to guideline-recommended medication, health care expenditures, and survival
Kirsch, F. W., Becker, C., Schramm, A., Maier, W., & Leidl, R. (2020) · The European Journal of Health Economics · doi:10.1007/s10198-020-01158-z · Cited by 14
Frailty, Home Time, and Health Care Costs in Older Adults With Atrial Fibrillation Receiving Oral Anticoagulants
Lin, K., Singer, D., Ko, D., Glynn, R. J., Najafzadeh, M., Lee, S. B., Bessette, L. G., Cervone, A., DiCesare, E. C., & Kim, D. H. (2023) · JAMA Network Open · doi:10.1001/jamanetworkopen.2023.42264 · Cited by 13
Cost comparison between uterine-sparing fibroid treatments one year following treatment
Borah, B. J., Carls, G. S., Moore, B. J., Gibson, T. B., Moriarty, J. P., & Stewart, E. A. (2014) · Journal of Therapeutic Ultrasound · doi:10.1186/2050-5736-2-7 · Cited by 14
Does a Change Over All Equal a Change in All? Testing for Polarized Alcohol Use Within and Across Socio-Economic Groups in Germany
de Matos, E. G., Kraus, L., Pabst, A., & Piontek, D. (2015) · Alcohol and Alcoholism · doi:10.1093/alcalc/agv053 · Cited by 14
Urban-Rural Differences in Service Utilization and Costs of Care for Racial-Ethnic Groups Hospitalized With Poststroke Aphasia
Hardy, R. Y., Lindrooth, R. C., Peach, R. K., & Ellis, C. (2018) · Archives of Physical Medicine and Rehabilitation · doi:10.1016/j.apmr.2018.06.033 · Cited by 14
Healthcare use and costs of adults with anorexia nervosa and bulimia nervosa in Taiwan
Tseng, M. M., Tu, C., & Chang, Y. (2020) · International Journal of Eating Disorders · doi:10.1002/eat.23419 · Cited by 14
Cost-saving effects of olanzapine as long-term treatment for bipolar disorder.
Zhang, Y. (2008) · PubMed · Cited by 14
Spatial Discrete Choice and Spatial Limited Dependent Variable Models: a review with an emphasis on the use in Regional Health EconomicsPreprint
Billé, A. G., & Arbia, G. (2013) · arXiv (Cornell University) · doi:10.48550/arxiv.1302.2267 · Cited by 14
Perinatal Depression Associated With Increased Pediatric Emergency Department Use And Charges In The First Year Of Life
Rokicki, S. (2024) · Health Affairs · doi:10.1377/hlthaff.2023.01443 · Cited by 13
CLINICAL-LIVER, PANCREAS, AND BILIARY TRACT Impact of Fatty Liver Disease on Health Care Utilization and Costs in a General Population: A 5-Year Observation
Baumeister, S. E., Völzke, H., Marschall, P., John, U., Fleßa, S., & Alte, D. (2008) · Cited by 13
Reducing Young Adults’ Health Care Spending through the ACA Expansion of Dependent Coverage
Chen, J., Bustamante, A. V., & Novak, P. J. (2016) · Health Services Research · doi:10.1111/1475-6773.12555 · Cited by 13
Did the 2009 American Recovery and Reinvestment Act affect dietary intake of low-income individuals?
Waehrer, G. M., Deb, P., & Decker, S. L. (2015) · Economics & Human Biology · doi:10.1016/j.ehb.2015.08.006 · Cited by 13
COST‐OFFSETS OF PRESCRIPTION DRUG EXPENDITURES: DATA ANALYSIS VIA A COPULA‐BASED BIVARIATE DYNAMIC HURDLE MODEL
Deb, P., Trivedi, P. K., & Zimmer, D. M. (2013) · Health Economics · doi:10.1002/hec.2982 · Cited by 13
Estimating the costs of chemotherapy-associated adverse event clusters
Weiner, M. G., Ross, S. J., Mathew, J. I., Millman, A. M., Even‐Shoshan, O., Fox, K. R., & Silber, J. H. (2007) · Health Services and Outcomes Research Methodology · doi:10.1007/s10742-006-0015-y · Cited by 13
Improving the prediction model used in risk equalization: cost and diagnostic information from multiple prior years
van Veen, S. V., van Kleef, R. V., van de Ven, W., & van Vliet, R. (2014) · European Journal of Health Economics · doi:10.1007/s10198-014-0567-7 · Cited by 12
Development and Validation of a Score for Adjusting Health Care Costs in General Practice
Lapi, F., Bianchini, E., Cricelli, I., Trifirò, G., Mazzaglia, G., & Cricelli, C. A. (2015) · Value in Health · doi:10.1016/j.jval.2015.05.004 · Cited by 13
Longer Periods Of Hospice Service Associated With Lower End-Of-Life Spending In Regions With High Expenditures
Wang, S., Hsu, S. H., Huang, S., Soulos, P. R., & Gross, C. P. (2017) · Health Affairs · doi:10.1377/hlthaff.2016.0683 · Cited by 13
Evaluation Of The Behavioral Health Integration And Complex Care Initiative In Medi-Cal
Gilmer, T., Avery, M., Siantz, E., Henwood, B. F., Pomerance, E., & Sayles, J. N. (2018) · Health Affairs · doi:10.1377/hlthaff.2018.0372 · Cited by 13
Medicaid's Nursing Home Coverage and Asset Transfers
Bassett, W. F. (2007) · Public Finance Review · doi:10.1177/1091142106293944 · Cited by 13
Risk Adjustment for Health Care Financing in Chronic Disease
Omachi, T. A., Gregorich, S. E., Eisner, M. D., Asteria-Peñaloza, R., Tolstykh, I. V., Yelin, E. H., Iribarren, C., Dudley, R. A., & Blanc, P. D. (2013) · Medical Care · doi:10.1097/mlr.0b013e318298082f · Cited by 13
Effects of an internal medicine floor interdisciplinary team on hospital and clinical outcomes of seniors with acute medical illness
Yoo, J. W., Kim, S., Seol, H., Kim, S. J., Yang, J. M., Ryu, W. S., Min, T. J., Choi, J. B., Kwon, M., & Nakagawa, S. (2013) · Geriatrics and gerontology international/Geriatrics & gerontology international · doi:10.1111/ggi.12035 · Cited by 13
Combined Effects of Chewing Ability and Dietary Diversity on Medical Service Use and Expenditures
Lo, Y. C., Wahlqvist, M. L., Chang, Y., & Lee, M.-S. (2016) · Journal of the American Geriatrics Society · doi:10.1111/jgs.14150 · Cited by 13
Interdental cleaning aids are beneficial for oral health at 7‐year follow‐up: Results from the Study of Health in Pomerania ( SHIP‐TREND )
Holtfreter, B., Conrad, E., Kocher, T., Baumeister, S., Völzke, H., & Welk, A. (2023) · Journal Of Clinical Periodontology · doi:10.1111/jcpe.13936 · Cited by 12
Severity index for rheumatoid arthritis and its association with health care costs and biologic therapy use in Turkey
Başer, O., Baser, E., Altınbaş, A., & BÜrkan, A. (2013) · Health Economics Review · doi:10.1186/2191-1991-3-5 · Cited by 12
Adults with acute poisoning admitted to a university hospital in Belgium in 2017: cost analysis benchmarked with national data
Descamps, A.-M., Paepe, P. D., Buylaert, W. A., Mostin, M. A., & Vandijck, D. M. (2019) · Clinical Toxicology · doi:10.1080/15563650.2019.1651856 · Cited by 12

Authors: Manning, W. G., Basu, A., & Mullahy, J.
Affiliations: University of Chicago (US)
National Bureau of Economic Research (US)
Corresponding author: Manning, Willard G.
ORCID: Basu, Anirban
Mullahy, John
Venue: Journal of Health Economics
Publisher: Elsevier BV
Published: 2005-05
Volume: 24
Issue: 3
Pages: 465-488
ISSN: 0167-6296 (ISSN-L)
DOI: 10.1016/j.jhealeco.2004.09.011
OpenAlex: W3122533613
Cited by: 760
References: 17
Citations by year: 2026: 21 · 2025: 27 · 2024: 29 · 2023: 32 · 2022: 38 · 2021: 40 · 2020: 43 · 2019: 52 · 2018: 51 · 2017: 52 · 2016: 41 · 2015: 57 · 2014: 46 · 2013: 56 · 2012: 42
FWCI: 17.64
Type: journal article
Language: en
Open access: green
www.nber.org
Licence: www.elsevier.com/tdm/userlicense/1.0/ (tdm)
Locations: Journal of Health Economics (publishedVersion)
PubMed (publishedVersion)
RePEc: Research Papers in Economics (submittedVersion)
Funders: National Institutes of Health (5r01aa012664-03)
National Institute on Alcohol Abuse and Alcoholism (1 R01 AA 12664-01 A2)
Topics: Physical Sciences › Mathematics › Statistics and Probability › Statistical Distribution Estimation and Applications
Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods and Bayesian Inference
Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Healthcare Policy and Management
Keywords: risk adjustment, logarithmic transformation, generalized linear models, hospital costs
MeSH terms: United States, Models, Statistical, Risk Adjustment

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.

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.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review

Generalized modeling approaches to risk adjustment of skewed outcomes data

Abstract

Overview

Integrity signals

Verification

Claims the paper makes

Claims other papers make about this one

Self-check

Citations

Cites

Cited by

Related

Metadata

Record

About these checks