Author:
Shadmi Efrat,Balicer Ran D,Kinder Karen,Abrams Chad,Weiner Jonathan P
Abstract
Abstract
Background
The ability to accurately detect differential resource use between persons of different socioeconomic status relies on the accuracy of health-needs adjustment measures. This study tests different approaches to morbidity adjustment in explanation of health care utilization inequity.
Methods
A representative sample was selected of 10 percent (~270,000) adult enrolees of Clalit Health Services, Israel's largest health care organization. The Johns-Hopkins University Adjusted Clinical Groups® were used to assess each person's overall morbidity burden based on one year's (2009) diagnostic information. The odds of above average health care resource use (primary care visits, specialty visits, diagnostic tests, or hospitalizations) were tested using multivariate logistic regression models, separately adjusting for levels of health-need using data on age and gender, comorbidity (using the Charlson Comorbidity Index), or morbidity burden (using the Adjusted Clinical Groups). Model fit was assessed using tests of the Area Under the Receiver Operating Characteristics Curve and the Akaike Information Criteria.
Results
Low socioeconomic status was associated with higher morbidity burden (1.5-fold difference). Adjusting for health needs using age and gender or the Charlson index, persons of low socioeconomic status had greater odds of above average resource use for all types of services examined (primary care and specialist visits, diagnostic tests, or hospitalizations). In contrast, after adjustment for overall morbidity burden (using Adjusted Clinical Groups), low socioeconomic status was no longer associated with greater odds of specialty care or diagnostic tests (OR: 0.95, CI: 0.94-0.99; and OR: 0.91, CI: 0.86-0.96, for specialty visits and diagnostic respectively). Tests of model fit showed that adjustment using the comprehensive morbidity burden measure provided a better fit than age and gender or the Charlson Index.
Conclusions
Identification of socioeconomic differences in health care utilization is an important step in disparity reduction efforts. Adjustment for health-needs using a comprehensive morbidity burden diagnoses-based measure, this study showed relative underutilization in use of specialist and diagnostic services, and thus allowed for identification of inequity in health resources use, which could not be detected with less comprehensive forms of health-needs adjustments.
Publisher
Springer Science and Business Media LLC
Subject
Public Health, Environmental and Occupational Health
Reference47 articles.
1. Smith GD, Bartley M, Blane D: The black report on socioeconomic inequalities in health ten years on. BMJ. 1990, 301: 373-377. 10.1136/bmj.301.6748.373.
2. Shi L, Starfield B, Kennedy B, Kawachi I: Income inequality, primary care, and health indicators. J Fam Pract. 1999, 48: 275-284.
3. Baron-Epel O, Garty N, Green MS: Inequalities in use of health services among Jews and Arabs in Israel. Health Serv Res. 2007, 42: 1008-1019. 10.1111/j.1475-6773.2006.00645.x.
4. Brammli-Greenberg S, Rosen B, Gross R: Co-payments for physician visits: how large is the burden and who bears the brunt?. 2006, Jerusalem: Myers-JDC-Brookdale Institute, The Smokler Center for Health Policy Research, [in Hebrew]
5. Schoen C, Doty MM: Inequities in access to medical care in five countries: findings from the 2001 Commonwealth Fund International Health Policy Survey. Health Policy. 2004, 67: 309-322. 10.1016/j.healthpol.2003.09.006.
Cited by
41 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献