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Park S, Stimpson JP. Effects of Medicare Eligibility at Age 65 Among Individuals With and Without Functional Disability. J Gen Intern Med 2024:10.1007/s11606-024-09060-7. [PMID: 39367286 DOI: 10.1007/s11606-024-09060-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/01/2024] [Accepted: 09/19/2024] [Indexed: 10/06/2024]
Abstract
BACKGROUND Medicare coverage at age 65 improves access to and use of care and alleviates financial hardship for the general population. However, less is known whether the effects differ between individuals without and with functional disability. OBJECTIVES To examine the effects of Medicare eligibility at age 65 on health insurance coverage, financial burden of care, and access to care among individuals without and with functional disability. DESIGN We used a regression discontinuity design, which exploits the discontinuity in eligibility for Medicare at age 65 and compares individuals just before and after age 65. PARTICIPANTS Our analysis included 19,876 individuals (aged 59-71) without functional disability and 8376 individuals with functional disability from the 2014-2021 Medical Expenditure Panel Survey. MAIN MEASURES We assessed health insurance coverage, financial burden of care, and access to care. RESULTS Medicare eligibility led to increases in any and Medicare coverage for both groups, but those with functional disability had a decrease in Medicaid coverage by - 2.6 percentage points. Medicare eligibility resulted in lower financial burden of care for both groups, but the effects were greater among those with functional disability (- $578 vs. - $344 for out-of-pocket spending, - 3.7 vs. - 4.9 percentage points for cost-sharing, and - 2.5 vs. - 0.8 percentage points for paying medical bills over time). Although Medicare eligibility led to a decrease in delayed medical care among those without functional disability (- 2.1 percentage points), no change was observed among those with functional disability. Notably, access to care remained limited among those with functional disability after obtaining Medicare eligibility (8.6% and 3.9% for being unable to get medical care and experiencing delay in getting medical care). CONCLUSION Medicare coverage can reduce financial hardship, especially for individuals with functional disability. However, there is a need to develop policies that ensure equitable access to care for those with functional disability.
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Affiliation(s)
- Sungchul Park
- Department of Health Policy and Management, College of Health Science, Korea University, Seoul, Republic of Korea.
- BK21 FOUR R&E Center for Learning Health Systems, Korea University, Seoul, Republic of Korea.
| | - Jim P Stimpson
- Peter O'Donnell Jr. School of Public Health, The University of Texas Southwestern Medical Center, Dallas, TX, USA
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Bhaumik D, Ndumele CD, Scott JW, Wallace J. Association between Medicare eligibility at age 65 years and in-hospital treatment patterns and health outcomes for patients with trauma: regression discontinuity approach. BMJ 2023; 382:e074289. [PMID: 37433620 PMCID: PMC10334336 DOI: 10.1136/bmj-2022-074289] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/31/2023] [Indexed: 07/13/2023]
Abstract
OBJECTIVE To determine whether health systems in the United States modify treatment or discharge decisions for otherwise similar patients based on health insurance coverage. DESIGN Regression discontinuity approach. SETTING American College of Surgeons' National Trauma Data Bank, 2007-17. PARTICIPANTS Adults aged between 50 and 79 years with a total of 1 586 577 trauma encounters at level I and level II trauma centers in the US. INTERVENTIONS Eligibility for Medicare at age 65 years. MAIN OUTCOME MEASURES The main outcome measure was change in health insurance coverage, complications, in-hospital mortality, processes of care in the trauma bay, treatment patterns during hospital admission, and discharge locations at age 65 years. RESULTS 1 586 577 trauma encounters were included. At age 65, a discontinuous increase of 9.6 percentage points (95% confidence interval 9.1 to 10.1) was observed in the share of patients with health insurance coverage through Medicare at age 65 years. Entry to Medicare at age 65 was also associated with a decrease in length of hospital stay for each encounter, of 0.33 days (95% confidence interval -0.42 to -0.24 days), or nearly 5%), which coincided with an increase in discharges to nursing homes (1.56 percentage points, 95% confidence interval 0.94 to 2.16 percentage points) and transfers to other inpatient facilities (0.57 percentage points, 0.33 to 0.80 percentage points), and a large decrease in discharges to home (1.99 percentage points, -2.73 to -1.27 percentage points). Relatively small (or no) changes were observed in treatment patterns during the patients' hospital admission, including no changes in potentially life saving treatments (eg, blood transfusions) or mortality. CONCLUSIONS The findings suggest that differences in treatment for otherwise similar patients with trauma with different forms of insurance coverage arose during the discharge planning process, with little evidence that health systems modified treatment decisions based on patients' coverage.
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Affiliation(s)
- Deepon Bhaumik
- Department of Health Policy and Management, Yale School of Public Health, New Haven, CT, 06510, USA
| | - Chima D Ndumele
- Department of Health Policy and Management, Yale School of Public Health, New Haven, CT, 06510, USA
| | - John W Scott
- Center for Healthcare Outcomes and Policy, Department of Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Jacob Wallace
- Department of Health Policy and Management, Yale School of Public Health, New Haven, CT, 06510, USA
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Dugan JA, Booshehri LG. Effects of inadequate coverage on healthcare utilization: A regression discontinuity analysis. Medicine (Baltimore) 2021; 100:e25998. [PMID: 34011094 PMCID: PMC8137009 DOI: 10.1097/md.0000000000025998] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/27/2020] [Accepted: 04/20/2021] [Indexed: 01/05/2023] Open
Abstract
To examine the impact of inadequate health insurance coverage on physician utilization among older adults using a novel quasi-experimental design in the time period following the elimination of cost sharing for most preventative services under the US Affordable Care Act of 2010.The Medical Expenditure Panel Survey full year consolidated data files for the period 2010 to 2017 were used to construct a pooled cross-sectional dataset of adults aged 60 to 70. Regression discontinuity design was used to estimate the impact of transitioning between non-Medicare and Medicare plans on use of routine office-based physician visits and emergency room visits.For the overall population, gaining access to Medicare at age 65 is associated with a higher propensity to make routine office-based visits (2.94 percentage points [pp]; P < .01) and lower out-of-pocket costs (-23.86 pp; P < .01) Similarly, disenrollment from non-Medicare insurance plans at age 66 was associated with more routine office-based visits (3.01 pp; P < .01) and less out-of-pocket costs (-8.09 pp; P < .10). However, some minority groups reported no changes in visits and out-of-pocket costs or reported an increased propensity to make emergency department visits.Enrollment into Medicare from non-Medicare insurance plans was associated with increased use of routine office-based services and lower out-of-pocket costs. However, some subgroups reported no changes in routine visits or costs or an increased propensity to make emergency department visits. These findings suggest other nonfinancial, structural barriers may exist that limit patient's ability to access routine services.
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Yeung K, Dorsey CN, Mettert K. Effect of new Medicare enrollment on health, healthcare utilization, and cost: A scoping review. J Am Geriatr Soc 2021; 69:2335-2343. [PMID: 33721340 DOI: 10.1111/jgs.17113] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2020] [Revised: 01/28/2021] [Accepted: 02/21/2021] [Indexed: 11/28/2022]
Abstract
BACKGROUND More than three million Americans turn 65 each year and newly enroll in Medicare, making this one of the most common insurance transitions. Non-Medicare insurance transitions are associated with changes in health, healthcare utilization and costs. In addition, older Americans have higher morbidity, mortality, healthcare utilization, and healthcare costs than the general population. However, the effect of new Medicare enrollment on these outcomes is unclear. DESIGN We conducted a scoping review to rigorously identify the scope of evidence on the association between new Medicare enrollment and health, healthcare utilization and costs. SETTING We included English-language, peer-reviewed, studies cataloged in Medline (PubMed) and EconLit from 1998 to 2018. PARTICIPANTS Individuals newly enrolling in Medicare. MEASUREMENTS We measured health (e.g., self-reported health), healthcare utilization (e.g., provider visits, preventive care, and hospitalizations) and costs (e.g., patient out-of-pocket and health plan spending). RESULTS We screened 5265 articles and included 20 articles. New Medicare enrollment was found to increase self-reported health and healthcare utilization overall, as well as reduce disparities across racial and socioeconomic strata. Provider visits, preventive care and hospitalizations all increased. However, patient out-of-pocket spending decreased, and health plan spending also decreased, when Medicare's lower prices were accounted for. Few studies compared outcomes among new Medicare Advantage enrollees with new Medicare fee-for-service enrollees. None of the studies specifically evaluated the effect of new Medicare enrollment on adults with multiple chronic conditions. CONCLUSION New Medicare enrollment improves access overall and reduces access disparities. However, the impact of new Medicare enrollment among subgroups defined by insurance coverage type and number of chronic conditions is less clear. Future work should also evaluate the mechanism for increases in hospitalizations.
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Affiliation(s)
- Kai Yeung
- Kaiser Permanente Washington Health Research Institute, Seattle, Washington, USA.,The Comparative Health Outcomes, Policy, and Economics (CHOICE) Institute, University of Washington, Seattle, Washington, USA.,Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, California, USA
| | - Caitlin N Dorsey
- Kaiser Permanente Washington Health Research Institute, Seattle, Washington, USA
| | - Kayne Mettert
- Kaiser Permanente Washington Health Research Institute, Seattle, Washington, USA
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Booshehri LG, Dugan J. Impact of the supplemental nutritional assistance program on diet-related disease morbidity among older adults. Health Serv Res 2021; 56:854-863. [PMID: 33491211 PMCID: PMC8522576 DOI: 10.1111/1475-6773.13609] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
Objectives To examine the health effects of the Supplemental Nutritional Assistance Program (SNAP) and the differential impact of SNAP across race/ethnicity among older adults. Data Source/Study Setting 2008‐2013 Medical Expenditure Panel Survey, a nationally representative population‐based complex sample survey. Study Design A difference‐in‐regression‐discontinuity (DRD) design is used to assess the impacts of SNAP on diet‐related disease morbidity. The primary outcomes were the prevalence rate of hypertension, coronary heart disease, stroke, diabetes, and cancer. We also conducted supplemental analysis to examine potential co‐occurring trends in medical utilization. Data Collection/Extraction Methods Data are publicly available. Principal Findings In the full sample, SNAP eligibility was associated with a significant decline in diabetes (−3.71 percentage points [pp]; P < .05). Non‐Hispanic (NH) White respondents reported trends similar to the full sample; however, NH Black respondents reported large declines in hypertension (−13.95 pp; P < .01) and Hispanic respondents reported declines in the prevalence of angina (−6.94 pp; P < .05) and stroke (−4.48 pp; P < .05). Conclusions Supplemental Nutritional Assistance Program eligibility was associated with the reduced prevalence of diet‐related disease among older adults. These observed declines in the prevalence of diet‐related disease do not appear to be attributable to increased medical visits or spending on medical services and prescriptions.
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Affiliation(s)
- Layla G Booshehri
- Department of Health Services, School of Public Health, Hans Rosling Center for Population Health, University of Washington, Seattle, Washington, USA
| | - Jerome Dugan
- Department of Health Services, School of Public Health, Hans Rosling Center for Population Health, University of Washington, Seattle, Washington, USA
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Dugan J. Effects of health insurance on patient demand for physician services. HEALTH ECONOMICS REVIEW 2020; 10:31. [PMID: 32940782 PMCID: PMC7499905 DOI: 10.1186/s13561-020-00291-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/30/2019] [Accepted: 09/14/2020] [Indexed: 06/11/2023]
Abstract
BACKGROUND In recent years, policymakers have sought to reduce health disparities between the insured and uninsured through a federal health insurance expansion policy; however, disparities continue to persist among the insured population. One potential explanation is that the use of healthcare services varies by the type of health insurance coverage due to differences in the design of coverage. The aim of this study is to examine whether health insurance coverage type is associated with the structure and use of healthcare services. METHODS The nationally representative Medical Expenditure Panel Survey and multinomial logistic regression are used to estimate the effects of different types of health coverage on the combinations of routine and emergency care sought and received. RESULTS The multinomial logistic regression analysis for the overall sample revealed privately insured respondents reported higher use of routine care only (24.33%; p < 0.001) and lower use of emergency room care only (- 2.13%; p < 0.01) than the uninsured. The publicly insured reported similar trends for use of routine care only (17.93%; p < 0.001) as the privately insured, as compared to the uninsured. Both the privately and publicly insured reported higher use of a mixture of care; however, publicly insured were more likely to use a mixture of care (8.57%, p < 0.001). CONCLUSION The results show that health insurance is associated with higher use of the physician services, but does not promote the use of cost-effective schedules of care among the publicly insured.
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Affiliation(s)
- Jerome Dugan
- Department of Health Services, School of Public Health, University of Washington, 1959 NE Pacific St Magnuson Health Sciences Center, Room H-680, Box 357660, Seattle, WA, 98195-7660, USA.
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Lipton BJ. Association between Health Insurance and Health among Adults with Diabetes: Evidence from Medicare. J Am Geriatr Soc 2019; 68:388-394. [PMID: 31663614 DOI: 10.1111/jgs.16238] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2019] [Revised: 09/24/2019] [Accepted: 09/27/2019] [Indexed: 11/30/2022]
Abstract
OBJECTIVES Gaining Medicare eligibility at age 65 is associated with increased health insurance coverage and reduced medical expenditure risk, but few studies have examined changes in health outcomes among adults with a specific chronic condition. This study assessed the association between Medicare eligibility and health among adults with diabetes. DESIGN Regression discontinuity design to test for discontinuities in healthcare outcomes at age 65 when most US adults become eligible for Medicare. SETTING National Health Interview Survey, 2006-2016. PARTICIPANTS Respondents ages 55 to 74 with diagnosed diabetes (n = 13 455). MEASUREMENTS Primary outcome measures included self-reported fair or poor general health status, any functional limitation, overweight, obese, and body mass index. Secondary outcomes included health insurance coverage, healthcare spending burden, and functional limitations by cause and type. RESULTS Medicare eligibility was associated with about an 8.0 percentage point reduction in the uninsured rate (95% confidence interval [CI], -9.9 to -6.0 percentage points; P < .001) and declines in high out-of-pocket healthcare expenditures and worry about medical bills. Eligibility was also associated with reductions of about 5.2 [95% CI, -6.9 to -3.6; P < .001] and 4.7 [95% CI, -7.1 to -2.3; P = .001] percentage points in fair or poor health and any functional limitation, respectively. Declines in functional limitations appeared to be driven by reductions in limitations due to diabetes, arthritis, heart problems, and emotional or behavioral problems. Some evidence indicated that Medicare eligibility was associated with a decline in obesity, but estimates were not consistently statistically significant. CONCLUSION Expanded health insurance coverage and gains in coverage quality may improve health outcomes among older adults with diabetes. J Am Geriatr Soc 68:388-394, 2020.
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Affiliation(s)
- Brandy J Lipton
- San Diego State University, School of Public Health, San Diego, California
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Opioid Use and Outcomes in Hospitalized Older Patients With Heart Failure Receiving and Not Receiving Hospice Referrals. Am J Ther 2019; 27:e356-e365. [PMID: 31145140 DOI: 10.1097/mjt.0000000000000987] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
BACKGROUND The use of opioids is associated with poor outcomes. Less is known about this association in patients with heart failure (HF) and whether it varies by the receipt of hospice care. METHODS Of the 7467 patients hospitalized for HF without previous opioid use, 124 received discharge opioids. We matched 123 of these patients with 123 not receiving opioids based on their propensity scores for opioid use, thus assembling a matched cohort of 246 patients balanced on 30 baseline characteristics (mean age, 76 years, 60% women, and 11% African American). We repeated the process in hospice (n = 155; 20 received opioids) and nonhospice (n = 7298; 104 received opioids) subgroups, thus assembling 2 matched cohorts of 22 and 208 patients, respectively. Hazard ratios (HRs) and 95% confidence intervals (CIs) associated with opioid use were estimated from matched cohorts. RESULTS During 8.6 (median, 1.4) years of follow-up, all-cause mortality occurred in 80% and 68% of matched patients in the opioid and nonopioid groups, respectively (HR, 1.49; 95% CI, 1.11-1.99; P = 0.008). There was evidence of heterogeneity in this association between hospice and nonhospice patients (P for interaction, 0.027). Among matched hospice and nonhospice patients, HRs (95% CIs) for mortality were 6.37 (2.06-19.69; P = 0.001) and 1.42 (1.03-1.96; P = 0.035), respectively. HRs (95% CIs) for 30-day and 1-year mortality were 1.98 (1.06-3.70; P = 0.033) and 1.72 (1.18-2.49; P = 0.004), respectively. HRs (95% CIs) for all-cause, HF, and non-HF readmissions were 1.31 (0.97-1.76; P = 0.079), 1.03 (0.71-1.49; P = 0.866), and 1.75 (1.05-2.91; P = 0.031), respectively. Readmission associations were similar among matched nonhospice patients. There was no readmission among matched hospice patients receiving opioids. CONCLUSIONS In older patients with HF, opioid use is associated with a higher risk of mortality, which is greater in the hospice subgroup, and a higher risk of non-HF readmission in the nonhospice subgroup.
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Schonberger RB, Dutton RP, Dai F. Is There Evidence for Systematic Upcoding of ASA Physical Status Coincident with Payer Incentives? A Regression Discontinuity Analysis of the National Anesthesia Clinical Outcomes Registry. Anesth Analg 2016; 122:243-50. [PMID: 26360960 DOI: 10.1213/ane.0000000000000917] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
BACKGROUND Modifications in physician billing patterns have been shown to occur in response to payer incentives, but the phenomenon remains largely unexplored in billing for anesthesia services. Within the field of anesthesiology, Medicare's policy not to provide additional reimbursement for higher ASA physical status scores contrasts with the practices of most private payers, and this pattern of reimbursement introduces a change in billing incentives once patients attain Medicare eligibility. We hypothesized that, coincident with the onset of widespread Medicare eligibility at age 65 years, a discontinuity in reported ASA physical status scores would be observed after controlling for the underlying trend of increasing ASA physical status scores with age. This phenomenon would manifest as a pattern of upcoding of ASA physical status scores for patients younger than 65 years that would become less common in patients age 65 years and older. METHODS Using data on age, sex, ASA physical status scores, and type of surgery from the National Anesthesia Clinical Outcomes Registry, we used a quasi-experimental regression discontinuity design to analyze whether there was evidence for a discontinuity in reported ASA physical status scores occurring at age 65 years for the nondeferrable anesthesia services accompanying hip, femur, or lower leg fracture repair. RESULTS A total of 49,850 records were analyzed. In models designed to detect regression discontinuity at 65 years of age, neither the binary variable "age ≥ 65" nor the interaction term of age × age ≥ 65 was a statistically significant predictor of the outcome of ASA physical status score. The statistical inference was unchanged when ASA physical status scores were reclassified as a binary outcome (I-II vs III-V) and when different bandwidths around age 65 years were used. To test the validity of our study design for detecting regression discontinuity, simulations of the occurrence of deliberate upcoding of ASA physical status scores demonstrated the ability to detect deliberate upcoding occurring at rates exceeding 2% of eligible cases of patients younger than 65 years. CONCLUSIONS We found no evidence for a significant discontinuity in the pattern of ASA physical status scores coincident with Medicare eligibility at age 65 years for the nondeferrable conditions of hip, femur, or lower leg fracture repair. Our data do not support the presence of fraudulent ASA physical status scoring among National Anesthesia Clinical Outcomes Registry contributors. If deliberate upcoding of ASA physical status scores is present in our data, the behavior is either too rare or too insensitive to the removal of payer incentives at age 65 years to be evident in the present analysis.
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Affiliation(s)
- Robert B Schonberger
- From the *Department of Anesthesiology, Yale School of Medicine, New Haven, Connecticut; †Anesthesia Quality Institute, Schaumburg, Illinois; and ‡Yale Center for Analytical Sciences, Yale School of Public Health, New Haven, Connecticut
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Reeuwijk KG, Robroek SJW, Hakkaart L, Burdorf A. How work impairments and reduced work ability are associated with health care use in workers with musculoskeletal disorders, cardiovascular disorders or mental disorders. JOURNAL OF OCCUPATIONAL REHABILITATION 2014; 24:631-639. [PMID: 24390780 PMCID: PMC4229647 DOI: 10.1007/s10926-013-9492-3] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
PURPOSE The aim of this study was to explore how work impairments and work ability are associated with health care use by workers with musculoskeletal disorders (MSD), cardiovascular disorders (CVD), or mental disorders (MD). METHODS In this cross-sectional study, subjects with MSD (n = 2,074), CVD (n = 714), and MD (n = 443) were selected among health care workers in 12 Dutch organizations. Using an online questionnaire, data were collected on individual characteristics, health behaviors, work impairments, work ability, and consultation of a general practitioner (GP), physiotherapist, specialist, or psychologist in the past year. Univariate and multivariate logistic regression analyses were performed to explore the associations of work impairments and work ability with health care use. RESULTS Lower work ability was associated with a higher likelihood of consulting any health care provider among workers with common disorders (OR 1.05-1.45). Among workers with MSD work impairments increased the likelihood of consulting a GP (OR 1.55), specialist (OR 2.05), and physical therapist (OR 1.98). Among workers with CVD work impairments increased the likelihood of consulting a specialist (OR 1.94) and physical therapist (OR 2.73). Among workers with MD work impairments increased the likelihood of consulting a specialist (OR 1.79) and psychologist (OR 1.82). CONCLUSION Work impairments and reduced work ability were associated with health care use among workers with MSD, CVD, or MD. These findings suggest that addressing work-related problems in workers with common disorders may contribute in reducing health care needs.
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Affiliation(s)
- Kerstin G. Reeuwijk
- Department of Public Health, Erasmus Medical Center, PO Box 2040, 3000 CA Rotterdam, The Netherlands
| | - Suzan J. W. Robroek
- Department of Public Health, Erasmus Medical Center, PO Box 2040, 3000 CA Rotterdam, The Netherlands
| | - Leona Hakkaart
- Institute of Health Policy and Management (iBMG), Institute for Medical Technology Assessment, Erasmus University, PO Box 1738, 3000 DR Rotterdam, The Netherlands
| | - Alex Burdorf
- Department of Public Health, Erasmus Medical Center, PO Box 2040, 3000 CA Rotterdam, The Netherlands
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Race and health profiles in the United States: an examination of the social gradient through the 2009 CHIS adult survey. Public Health 2014; 128:1076-86. [PMID: 25457801 DOI: 10.1016/j.puhe.2014.10.003] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2013] [Revised: 08/13/2014] [Accepted: 10/05/2014] [Indexed: 12/29/2022]
Abstract
OBJECTIVE To examine the role of the social gradient on multiple health outcomes and behaviors. It was predicted that higher levels of SES, measured by educational attainment and family income, would be associated with positive health behaviors (i.e., smoking, drinking, physical activity, and diet) and health status (i.e., limited physical activity due to chronic condition, blood pressure, obesity, diabetes, BMI, and perceived health condition). The study also examined the differential effects of the social gradient in health among different racial/ethnic groups (i.e., non-Hispanic Whites, Blacks, Asian, Hispanics, and American Indians). STUDY DESIGN Cross-sectional study. METHODS The data were from the adult 2009 California Health Interview Survey (CHIS). Weighted multivariable linear and logistic regression models were conducted to examine trends found between SES and health conditions and health behaviors. Polynomial trends were examined for all linear and logistic models to test for the possible effects (linear, quadratic, and cubic) of the social gradient on health behaviors and outcomes stratified by race/ethnicity. RESULTS Findings indicated that, in general, Whites had more favorable health profiles in comparison to other racial/ethnic groups with the exception of Asians who were likely to be as healthy as or healthier than Whites. Predicted marginals indicated that Asians in the upper two strata of social class display the healthiest outcomes of health status among all other racial/ethnic groups. Also, the social gradient was differentially associated with health outcomes across race/ethnicity groups. While the social gradient was most consistently observed for Whites, education did not have the same protective effect on health among Blacks and American Indians. Also, compared to other minority groups, Hispanics and Asians were more likely to display curvilinear trends of the social gradient: an initial increase from low SES to mid-level SES was associated with worse health outcomes and behaviors; however, continued increase from mid-SES to high SES saw returns to healthy outcomes and behaviors. CONCLUSION The study contributes to the literature by illustrating unique patterns and trends of the social gradient across various racial/ethnic populations in a nationally representative sample. Future studies should further explore temporal trends to track the impact of the social gradient for different racial and ethnic populations in tandem with indices of national income inequalities.
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