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Cheng SH, Chen CC, Lin YY. Longitudinal care continuity and avoidable hospitalization: the application of claims-based measures. BMC Health Serv Res 2023; 23:554. [PMID: 37244982 DOI: 10.1186/s12913-023-09457-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2022] [Accepted: 04/27/2023] [Indexed: 05/29/2023] Open
Abstract
BACKGROUND Longitudinal continuity between a patient and his/her primary care physician is an important aspect in measuring continuity of care (COC). The majority of previous studies employed questionnaire surveys to patients to measure the continual relationship between patients and their physicians. This study aimed to construct a provider duration continuity index (PDCI) by using longitudinal claims data and to examine its agreement with commonly used COC measures. Then, this study investigated the effects of the various types of COC measure on the likelihood of avoidable hospitalization while considering the level of comorbidity. METHODS This study constructed a 4-year panel (from 2014 to 2017) of the nationwide health insurance claims data in Taiwan. In total, 328,044 randomly selected patients with 3 or more physician visits per year were analyzed. Two PDCIs were constructed to measure the duration of interaction between a patient and his/her physicians over time. The agreement between the PDCIs and three commonly used COC indicators, the Usual Provider of Care index, the Continuity of Care Index, and the Sequential Continuity Index, were examined. Generalized estimating equations were conducted to examine the association between COC and avoidable hospitalization by the level of comorbidity. RESULTS The results showed that the correlations among the three commonly used COC indicators were high (γ = 0.787 ~ 0.958) and the correlation between the two longitudinal continuity measures was moderate (γ = 0.577 ~ 0.579), but the correlations between the commonly used COC indicators and the two PDCIs were low (γ = 0.001 ~ 0.257). All COC measures, both the PDCIs and the three commonly used COC indicators, showed independent protective effects on the likelihood of avoidable hospitalization in three comorbidity groups. CONCLUSION The duration of interaction between patients and physicians is an independent domain in measuring COC and has a significant effect on health care outcomes.
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Affiliation(s)
- Shou-Hsia Cheng
- Institute of Health Policy and Management, College of Public Health, National Taiwan University, Room 618, 17, Hsu-Chow Road, Taipei, 100, Taiwan.
- Population Health Research Center, National Taiwan University, Taipei, Taiwan.
| | - Chi-Chen Chen
- Department of Public Health, College of Medicine, Fu-Jen Catholic University, Taipei, Taiwan
| | - Yueh-Yun Lin
- Institute of Health Policy and Management, College of Public Health, National Taiwan University, Room 618, 17, Hsu-Chow Road, Taipei, 100, Taiwan
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Li YC. Continuity of care for newly diagnosed diabetic patients: A population-based study. PLoS One 2019; 14:e0221327. [PMID: 31437219 PMCID: PMC6705849 DOI: 10.1371/journal.pone.0221327] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2018] [Accepted: 08/06/2019] [Indexed: 12/05/2022] Open
Abstract
This study explores whether continuity of care is associated with health care outcomes and medical care use among patients with newly diagnosed diabetes. A retrospective cohort analysis was performed using the Taiwanese National Health Insurance database, and cases were followed up from January 2010 to December 2012. Four thousand and seven patients with newly diagnosed diabetes were followed for 3 years. The continuity of care was measured using the continuity of care index (COCI) and the usual provider continuity score (UPCS) with high and low dichotomous categories. The probabilities of dementia, hospitalization, emergency room visits, and death were used as health care outcomes. Medical care use was defined as the number of hospital admissions, length of hospital stays, and number of emergency room visits. Adjusted odds ratios (ORs) were obtained using multivariate logistic regression; adjusted ORs for the probabilities of dementia, hospital admissions, and emergency room visits in the higher COCI patient group were 0.582 (p < 0.05), 0.623 (p < 0.001), and 0.650 (p < 0.001), respectively. Negative binomial regression models for medical resource use indicated that the group with higher COCI scores used fewer medical resources compared with the group with lower COCI scores. The findings of UPCS analysis showed that those in the high COCI group also fell into the high UPCS group. In this study, continuity of care was associated with favorable health care outcomes and less medical care uses among newly diagnosed diabetic patients. Long-term relationships between patients and health care providers should be enhanced to provide improved continuity of care.
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Affiliation(s)
- Ying-Chun Li
- Institute of Health Care Management, National Sun Yat-sen University, Kaohsiung, Taiwan
- * E-mail:
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Elements of the patient-centered medical home associated with health outcomes among veterans: the role of primary care continuity, expanded access, and care coordination. J Ambul Care Manage 2016; 37:331-8. [PMID: 25180648 DOI: 10.1097/jac.0000000000000032] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Care continuity, access, and coordination are important features of the patient-centered medical home model and have been emphasized in the Veterans Health Administration patient-centered medical home implementation, called the Patient Aligned Care Team. Data from more than 4.3 million Veterans were used to assess the relationship between these attributes of Patient Aligned Care Team and Veterans Health Administration hospitalization and mortality. Controlling for demographics and comorbidity, we found that continuity with a primary care provider was associated with a lower likelihood of hospitalization and mortality among a large population of Veterans receiving VA primary care.
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Bentler SE, Morgan RO, Virnig BA, Wolinsky FD. The association of longitudinal and interpersonal continuity of care with emergency department use, hospitalization, and mortality among Medicare beneficiaries. PLoS One 2014; 9:e115088. [PMID: 25531108 PMCID: PMC4274086 DOI: 10.1371/journal.pone.0115088] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2014] [Accepted: 11/18/2014] [Indexed: 11/18/2022] Open
Abstract
Background Continuity of medical care is widely believed to lead to better health outcomes and service utilization patterns for patients. Most continuity studies, however, have only used administrative claims to assess longitudinal continuity with a provider. As a result, little is known about how interpersonal continuity (the patient's experience at the visit) relates to improved health outcomes and service use. Methods We linked claims-based longitudinal continuity and survey-based self-reported interpersonal continuity indicators for 1,219 Medicare beneficiaries who completed the National Health and Health Services Use Questionnaire. With these linked data, we prospectively evaluated the effect of both types of continuity of care indicators on emergency department use, hospitalization, and mortality over a five-year period. Results Patient-reported continuity was associated with reduced emergency department use, preventable hospitalization, and mortality. Most of the claims-based measures, including those most frequently used to assess continuity, were not associated with reduced utilization or mortality. Conclusion Our results indicate that the patient- and claims-based indicators of continuity have very different effects on these important health outcomes, suggesting that reform efforts must include the patient-provider experience when evaluating health care quality.
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Affiliation(s)
- Suzanne E. Bentler
- The Public Policy Center, The University of Iowa, 217 South Quad, Iowa City, IA 52242, United States of America
- * E-mail:
| | - Robert O. Morgan
- Division of Management, Policy, and Community Health, The University of Texas School of Public Health, 1200 Herman Pressler, E343, Houston, TX 77030, United States of America
| | - Beth A. Virnig
- Division of Health Services Research and Policy, University of Minnesota School of Public Health, N504 Boynton, 410 Church St SE, Minneapolis, MN 55455, United States of America
| | - Fredric D. Wolinsky
- Department of Health Management and Policy, The University of Iowa College of Public Health, N211-CPHB, 105 North River Street, Iowa City, IA 52246, United States of America
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Nyweide DJ. Concordance between continuity of care reported by patients and measured from administrative data. Med Care Res Rev 2013; 71:138-55. [PMID: 24177138 DOI: 10.1177/1077558713505685] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Continuity of care can be measured using patient survey or administrative data, though the degree of concordance between continuity of care reported by patients and measured from their actual utilization is not well understood. A cross-sectional analysis of the 2010 Medicare Current Beneficiary Survey and linked 2009-2010 Medicare Carrier and outpatient claims data measured the concentration of ambulatory care visit patterns according to two commonly used metrics of continuity of care. Continuity of care measured from claims data did not align with patient reports of having a usual care provider. However, high levels of continuity for patients with a usual care provider were associated with a longer patient-provider relationship, greater patient-perceived provider knowledge of the patient's medical condition and history, and more confidence in the provider. Inferences about a patient's continuity of care must be placed in the context of the data source with which continuity is measured.
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Affiliation(s)
- David J Nyweide
- 1Centers for Medicare and Medicaid Services, Baltimore, MD, USA
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Bentler SE, Morgan RO, Virnig BA, Wolinsky FD. Do claims-based continuity of care measures reflect the patient perspective? Med Care Res Rev 2013; 71:156-73. [PMID: 24163307 DOI: 10.1177/1077558713505909] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Continuity of care (CoC) is a cornerstone of the patient-centered medical home (PCMH) and one of the primary means for achieving health care quality. Despite decades of study, however, CoC remains difficult to define and quantify. To incorporate patient experiences into health reform evaluations, it is critical to determine if and how well CoC measures traditionally derived from administrative claims capture patient experiences. In this study, we used claims data and self-reported continuity experiences of 2,620 Medicare beneficiaries who completed the National Health and Health Services Use Questionnaire to compare 16 claims-based CoC indices to a multidimensional patient-reported CoC measure. Our results show that most claims-based CoC measures do not reflect older adults' perceptions of continuous patient-provider relationships, indicating that claims-based assessments should be used in tandem with patient reports for defining, quantifying, and evaluating CoC in health care delivery models.
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Affiliation(s)
- Suzanne E Bentler
- 1The University of Iowa College of Public Health, Iowa City, IA, USA
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Provider continuity prior to the diagnosis of advanced lung cancer and end-of-life care. PLoS One 2013; 8:e74690. [PMID: 24019974 PMCID: PMC3760849 DOI: 10.1371/journal.pone.0074690] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2013] [Accepted: 08/06/2013] [Indexed: 11/20/2022] Open
Abstract
Background Little is known about the effect of provider continuity prior to the diagnosis of advanced lung cancer and end-of-life care. Methods Retrospective analysis of 69,247 Medicare beneficiaries aged 67 years or older diagnosed with Stage IIIB or IV lung cancer between January 1, 1993 and December 31, 2005 who died within two years of diagnosis. We examined visit patterns to a primary care physician (PCP) and/or any provider one year prior to the diagnosis of advanced lung cancer as measures of continuity of care. Outcome measures were hospitalization, ICU use and chemotherapy use during the last month of life, and hospice use during the last week of life. Results Seeing a PCP or any provider in the year prior to the diagnosis of advanced lung cancer increased the likelihood of hospitalization, ICU care, chemotherapy and hospice use during the end of life. Patients with 1–3, 4–7 or >7 visits to their PCP in the year prior to the diagnosis of lung cancer had 1.0 (reference), 1.08 (95% CI; 1.04–1.13), and 1.14 (95% CI; 1.08–1.19) odds of hospitalization during the last month of life, respectively. Odds of hospice use during the last week of life were higher in patients with visits to multiple PCPs (OR 1.10: 95% CI; 1.06–1.15) compared to those whose visits were all to the same PCP. Conclusion Provider continuity in the year prior to the diagnosis of advanced lung cancer was not associated with lower use of aggressive care during end of life. Our study did not have information on patient preferences and result should be interpreted accordingly.
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Environmental factors associated with primary care access among urban older adults. Soc Sci Med 2012; 75:914-21. [PMID: 22682664 DOI: 10.1016/j.socscimed.2012.04.029] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2011] [Revised: 03/05/2012] [Accepted: 04/21/2012] [Indexed: 11/21/2022]
Abstract
Disparities in primary care access and quality impede optimal chronic illness prevention and management for older adults. Although research has shown associations between neighborhood attributes and health, little is known about how these factors - in particular, the primary care infrastructure - inform older adults' primary care use. Using geographic data on primary care physician supply and surveys from 1260 senior center attendees in New York City, we examined factors that facilitate and hinder primary care use for individuals living in service areas with different supply levels. Supply quartiles varied in primary care use (visit within the past 12 months), racial and socio-economic composition, and perceived neighborhood safety and social cohesion. Primary care use did not differ significantly after controlling for compositional factors. Individuals who used a community clinic or hospital outpatient department for most of their care were less likely to have had a primary care visit than those who used a private doctor's office. Stratified multivariate models showed that within the lowest-supply quartile, public transit users had a higher odds of primary care use than non-transit users. Moreover, a higher score on the perceived neighborhood social cohesion scale was associated with a higher odds of primary care use. Within the second-lowest quartile, nonwhites had a lower odds of primary care use compared to whites. Different patterns of disadvantage in primary care access exist that may be associated with - but not fully explained by - local primary care supply. In lower-supply areas, racial disparities and inadequate primary care infrastructure hinder access to care. However, accessibility and elder-friendliness of public transit, as well as efforts to improve social cohesion and support, may facilitate primary care access for individuals living in low-supply areas.
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Miller LMS, Bell RA. Online health information seeking: the influence of age, information trustworthiness, and search challenges. J Aging Health 2011; 24:525-41. [PMID: 22187092 DOI: 10.1177/0898264311428167] [Citation(s) in RCA: 114] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
OBJECTIVE The Internet holds great potential to support information gathering and decision making surrounding health education and self-care. Older adults, however, underutilize the Internet for health information searches relative to younger adults. The goal of the present study was to examine age differences in the role of trust and ease of search in predicting whether or not individuals use (adopters) or do notuse (nonadopters) the Internet to search for health information. METHOD We used logistic regressions todetermine whether there were age differences in the extent to which trust and ease of search predicted online health information searches within a nationally-representative sample of 3796 adults from the Health Information National Trends Survey (HINTS). RESULTS Adopters were more trusting of Internet health informationthan nonadopters. However, a significant age by trust interaction indicated that this difference increased in magnitude with age, a pattern that held even after controlling for demographic and health variables. CONCLUSIONS Older adults may benefit from special instructions designed to boost Internet trust, for example, learning how to distinguish between high and low quality health-related websites.
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Breakdown of continuity in public mental healthcare in the Netherlands: a longitudinal case study. Int J Integr Care 2011; 11:e126. [PMID: 22125503 PMCID: PMC3225278 DOI: 10.5334/ijic.648] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2011] [Revised: 08/09/2011] [Accepted: 08/11/2011] [Indexed: 11/20/2022] Open
Abstract
Introduction Continuity of care for long-term service-dependent patients in the public mental health system requires intensive collaboration between all agencies involved. Understanding the ways in which various aspects of continuity of care interact may reveal help to find out more about how care delivered over time improves outcomes. Case study Based on medical records, an addicted couple was monitored for number and type of contacts with health and social services. Over the years, 81 social workers or nurses, spread over 25 health and social services, have been involved in the rehabilitation process. Breakdown of continuity of care is linked to lack of information, missing procedures and guidelines, fragile relationships with the patient, and a reluctant public health approach. Conclusion Prominent among relevant factors is the absence of protocols governing the transfer of patients between the various links in the continuum of mental healthcare services. High-quality follow-up after admission is partly a matter of professional principle in ensuring that problems in the chain of services are discussed. Case presentation in psychiatric journals should give systematic attention to sources of error in continuity of mental healthcare.
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Kaskie B, Obrizan M, Jones MP, Bentler S, Weigel P, Hockenberry J, Wallace RB, Ohsfeldt RL, Rosenthal GE, Wolinsky FD. Older adults who persistently present to the emergency department with severe, non-severe, and indeterminate episode patterns. BMC Geriatr 2011; 11:65. [PMID: 22018160 PMCID: PMC3215637 DOI: 10.1186/1471-2318-11-65] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2011] [Accepted: 10/21/2011] [Indexed: 11/17/2022] Open
Abstract
Background It is well known that older adults figure prominently in the use of emergency departments (ED) across the United States. Previous research has differentiated ED visits by levels of clinical severity and found health status and other individual characteristics distinguished severe from non-severe visits. In this research, we classified older adults into population groups that persistently present with severe, non-severe, or indeterminate patterns of ED episodes. We then contrasted the three groups using a comprehensive set of covariates. Methods Using a unique dataset linking individual characteristics with Medicare claims for calendar years 1991-2007, we identified patterns of ED use among the large, nationally representative AHEAD sample consisting of 5,510 older adults. We then classified one group of older adults who persistently presented to the ED with clinically severe episodes and another group who persistently presented to the ED with non-severe episodes. These two groups were contrasted using logistic regression, and then contrasted against a third group with a persistent pattern of ED episodes with indeterminate levels of severity using multinomial logistic regression. Variable selection was based on Andersen's behavioral model of health services use and featured clinical status, demographic and socioeconomic characteristics, health behaviors, health service use patterns, local health care supply, and other contextual effects. Results We identified 948 individuals (17.2% of the entire sample) who presented a pattern in which their ED episodes were typically defined as severe and 1,076 individuals (19.5%) who typically presented with non-severe episodes. Individuals who persistently presented to the ED with severe episodes were more likely to be older (AOR 1.52), men (AOR 1.28), current smokers (AOR 1.60), experience diabetes (AOR (AOR 1.80), heart disease (AOR 1.70), hypertension (AOR 1.32) and have a greater amount of morbidity (AOR 1.48) than those who persistently presented to the ED with non-severe episodes. When contrasted with 1,177 individuals with a persistent pattern of indeterminate severity ED use, persons with severe patterns were older (AOR 1.36), more likely to be obese (AOR 1.36), and experience heart disease (AOR 1.49) and hypertension (AOR 1.36) while persons with non-severe patterns were less likely to smoke (AOR 0.63) and have diabetes (AOR 0.67) or lung disease (AOR 0.58). Conclusions We distinguished three large, readily identifiable groups of older adults which figure prominently in the use of EDs across the United States. Our results suggest that one group affects the general capacity of the ED to provide care as they persistently present with severe episodes requiring urgent staff attention and greater resource allocation. Another group persistently presents with non-severe episodes and creates a considerable share of the excess demand for ED care. Future research should determine how chronic disease management programs and varied co-payment obligations might impact the use of the ED by these two large and distinct groups of older adults with consistent ED use patterns.
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Affiliation(s)
- Brian Kaskie
- Department of Health Management and Policy, College of Public Health, University of Iowa, Iowa City, Iowa, USA.
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Wolinsky FD, Bentler SE, Hockenberry J, Jones MP, Weigel PA, Kaskie B, Wallace RB. A prospective cohort study of long-term cognitive changes in older Medicare beneficiaries. BMC Public Health 2011; 11:710. [PMID: 21933430 PMCID: PMC3190354 DOI: 10.1186/1471-2458-11-710] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2011] [Accepted: 09/20/2011] [Indexed: 11/16/2022] Open
Abstract
Background Promoting cognitive health and preventing its decline are longstanding public health goals, but long-term changes in cognitive function are not well-documented. Therefore, we first examined long-term changes in cognitive function among older Medicare beneficiaries in the Survey on Assets and Health Dynamics among the Oldest Old (AHEAD), and then we identified the risk factors associated with those changes in cognitive function. Methods We conducted a secondary analysis of a prospective, population-based cohort using baseline (1993-1994) interview data linked to 1993-2007 Medicare claims to examine cognitive function at the final follow-up interview which occurred between 1995-1996 and 2006-2007. Besides traditional risk factors (i.e., aging, age, race, and education) and adjustment for baseline cognitive function, we considered the reason for censoring (entrance into managed care or death), and post-baseline continuity of care and major health shocks (hospital episodes). Residual change score multiple linear regression analysis was used to predict cognitive function at the final follow-up using data from telephone interviews among 3,021 to 4,251 (sample size varied by cognitive outcome) baseline community-dwelling self-respondents that were ≥ 70 years old, not in managed Medicare, and had at least one follow-up interview as self-respondents. Cognitive function was assessed using the 7-item Telephone Interview for Cognitive Status (TICS-7; general mental status), and the 10-item immediate and delayed (episodic memory) word recall tests. Results Mean changes in the number of correct responses on the TICS-7, and 10-item immediate and delayed word recall tests were -0.33, -0.75, and -0.78, with 43.6%, 54.9%, and 52.3% declining and 25.4%, 20.8%, and 22.9% unchanged. The main and most consistent risks for declining cognitive function were the baseline values of cognitive function (reflecting substantial regression to the mean), aging (a strong linear pattern of increased decline associated with greater aging, but with diminishing marginal returns), older age at baseline, dying before the end of the study period, lower education, and minority status. Conclusions In addition to aging, age, minority status, and low education, substantial and differential risks for cognitive change were associated with sooner vs. later subsequent death that help to clarify the terminal drop hypothesis. No readily modifiable protective factors were identified.
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Affiliation(s)
- Fredric D Wolinsky
- Department of Health Management and Policy, College of Public Health, University of Iowa, Iowa City, Iowa 52242, USA.
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Wiltshire JC, Person SD, Allison J. Exploring Differences in Trust in Doctors Among African American Men and Women. J Natl Med Assoc 2011; 103:845-51. [DOI: 10.1016/s0027-9684(15)30439-9] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
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Wolinsky FD, Bentler SE, Hockenberry J, Jones MP, Obrizan M, Weigel PAM, Kaskie B, Wallace RB. Long-term declines in ADLs, IADLs, and mobility among older Medicare beneficiaries. BMC Geriatr 2011; 11:43. [PMID: 21846400 PMCID: PMC3167753 DOI: 10.1186/1471-2318-11-43] [Citation(s) in RCA: 41] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2011] [Accepted: 08/16/2011] [Indexed: 11/24/2022] Open
Abstract
Background Most prior studies have focused on short-term (≤ 2 years) functional declines. But those studies cannot address aging effects inasmuch as all participants have aged the same amount. Therefore, the authors studied the extent of long-term functional decline in older Medicare beneficiaries who were followed for varying time lengths, and the authors also identified the risk factors associated with those declines. Methods The analytic sample included 5,871 self- or proxy-respondents who had complete baseline and follow-up survey data that could be linked to their Medicare claims for 1993-2007. Functional status was assessed using activities of daily living (ADLs), instrumental ADLs (IADLs), and mobility limitations, with declines defined as the development of two of more new difficulties. Multiple logistic regression analysis was used to focus on the associations involving respondent status, health lifestyle, continuity of care, managed care status, health shocks, and terminal drop. Results The average amount of time between the first and final interviews was 8.0 years. Declines were observed for 36.6% on ADL abilities, 32.3% on IADL abilities, and 30.9% on mobility abilities. Functional decline was more likely to occur when proxy-reports were used, and the effects of baseline function on decline were reduced when proxy-reports were used. Engaging in vigorous physical activity consistently and substantially protected against functional decline, whereas obesity, cigarette smoking, and alcohol consumption were only associated with mobility declines. Post-baseline hospitalizations were the most robust predictors of functional decline, exhibiting a dose-response effect such that the greater the average annual number of hospital episodes, the greater the likelihood of functional status decline. Participants whose final interview preceded their death by one year or less had substantially greater odds of functional status decline. Conclusions Both the additive and interactive (with functional status) effects of respondent status should be taken into consideration whenever proxy-reports are used. Encouraging exercise could broadly reduce the risk of functional decline across all three outcomes, although interventions encouraging weight reduction and smoking cessation would only affect mobility declines. Reducing hospitalization and re-hospitalization rates could also broadly reduce the risk of functional decline across all three outcomes.
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Affiliation(s)
- Fredric D Wolinsky
- Department of Health Management and Policy, College of Public Health, University of Iowa, Iowa City, Iowa, USA.
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Laxmisan A, Vaughan-Sarrazin M, Cram P. Repeated hemoglobin A1C ordering in the VA Health System. Am J Med 2011; 124:342-9. [PMID: 21435425 DOI: 10.1016/j.amjmed.2010.10.019] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/18/2010] [Revised: 10/20/2010] [Accepted: 10/25/2010] [Indexed: 10/24/2022]
Abstract
BACKGROUND Hemoglobin A1c (HbA1c) is used to assess glycemic control in patients with diabetes. While underuse of HbA1c testing has been well studied, potential overuse is poorly characterized. METHODS Our objective was to examine the frequency of HbA1c testing in an integrated delivery system. We conducted a retrospective study of administrative data of 130,538 patients with newly diagnosed diabetes receiving care in the Veterans Administration Healthcare System during 2006 and 2007 (mean age 64.1 years, 97.3% male). Our main outcome measures were the proportion of patients receiving repeat HbA1c testing within 30 and 90 days and the proportion of patients receiving more than 4 repeat tests within 12 months of their initial HbA1c. RESULTS Overall 8.4% of patients (N = 11,003) received at least one repeat HbA1c within 30 days of their initial test and 30.8% (N = 40,162) within 90 days. A significantly higher proportion of patients with poor diabetes control received a repeat test within 30 days (14.7%) than patients with intermediate control (9.1%) or good control (6.8%) (P < 0.01). Overall, 4.2% of patients (N = 5,468) received more than 4 repeat HbA1c tests and 0.4% received more than 6 (N = 479). In logistic regression models, receipt of more than 4 repeat HbA1c tests was more common among patients age 50-70 years (compared to younger and older patients), whites (compared to blacks and Hispanics), and patients manifesting complications of diabetes (P < 0.01 for all). CONCLUSION Repeat HbA1c testing appears to occur somewhat more frequently than is warranted.
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Affiliation(s)
- Archana Laxmisan
- Department of Internal Medicine, University of Iowa Carver College of Medicine, Iowa City, IA, USA.
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Weigel P, Hockenberry JM, Bentler SE, Obrizan M, Kaskie B, Jones MP, Ohsfeldt RL, Rosenthal GE, Wallace RB, Wolinsky FD. A longitudinal study of chiropractic use among older adults in the United States. CHIROPRACTIC & OSTEOPATHY 2010; 18:34. [PMID: 21176137 PMCID: PMC3019203 DOI: 10.1186/1746-1340-18-34] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/27/2010] [Accepted: 12/21/2010] [Indexed: 11/10/2022]
Abstract
Background Longitudinal patterns of chiropractic use in the United States, particularly among Medicare beneficiaries, are not well documented. Using a nationally representative sample of older Medicare beneficiaries we describe the use of chiropractic over fifteen years, and classify chiropractic users by annual visit volume. We assess the characteristics that are associated with chiropractic use versus nonuse, as well as between different levels of use. Methods We analyzed data from two linked sources: the baseline (1993-1994) interview responses of 5,510 self-respondents in the Survey on Assets and Health Dynamics Among the Oldest Old (AHEAD), and their Medicare claims from 1993 to 2007. Binomial logistic regression was used to identify factors associated with chiropractic use versus nonuse, and conditional upon use, to identify factors associated with high volume relative to lower volume use. Results There were 806 users of chiropractic in the AHEAD sample yielding a full period prevalence for 1993-2007 of 14.6%. Average annual prevalence between 1993 and 2007 was 4.8% with a range from 4.1% to 5.4%. Approximately 42% of the users consumed chiropractic services only in a single calendar year while 38% used chiropractic in three or more calendar years. Chiropractic users were more likely to be women, white, overweight, have pain, have multiple comorbid conditions, better self-rated health, access to transportation, higher physician utilization levels, live in the Midwest, and live in an area with fewer physicians per capita. Among chiropractic users, 16% had at least one year in which they exceeded Medicare's "soft cap" of 12 visits per calendar year. These over-the-cap users were more likely to have arthritis and mobility limitations, but were less likely to have a high school education. Additionally, these over-the-cap individuals accounted for 58% of total chiropractic claim volume. High volume users saw chiropractors the most among all types of providers, even more than family practice and internal medicine combined. Conclusion There is substantial heterogeneity in the patterns of use of chiropractic services among older adults. In spite of the variability of use patterns, however, there are not many characteristics that distinguish high volume users from lower volume users. While high volume users accounted for a significant portion of claims, the enforcement of a hard cap on annual visits by Medicare would not significantly decrease overall claim volume. Further research to understand the factors causing high volume chiropractic utilization among older Americans is warranted to discern between patterns of "need" and patterns of "health maintenance".
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Affiliation(s)
- Paula Weigel
- Department of Health Management and Policy, College of Public Health, the University of Iowa, Iowa City, Iowa, USA.
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Wolinsky FD, Bentler SE, Liu L, Geweke JF, Cook EA, Obrizan M, Chrischilles EA, Wright KB, Jones MP, Rosenthal GE, Ohsfeldt RL, Wallace RB. Continuity of care with a primary care physician and mortality in older adults. J Gerontol A Biol Sci Med Sci 2010; 65:421-8. [PMID: 19995831 PMCID: PMC2844057 DOI: 10.1093/gerona/glp188] [Citation(s) in RCA: 64] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2009] [Accepted: 11/02/2009] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND We examined whether older adults who had continuity of care with a primary care physician (PCP) had lower mortality. METHODS Secondary analyses were conducted using baseline interview data (1993-1994) from the nationally representative Survey on Assets and Health Dynamics among the Oldest Old (AHEAD). The analytic sample included 5,457 self-respondents 70 years old or more who were not enrolled in managed care plans. AHEAD data were linked to Medicare claims for 1991-2005, providing up to 12 years of follow-up. Two time-dependent measures of continuity addressed whether there was more than an 8-month interval between any two visits to the same PCP during the prior 2-year period. The "present exposure" measure calculated this criterion on a daily basis and could switch "on" or "off" daily, whereas the "cumulative exposure" measure reflected the percentage of follow-up days, also on a daily basis allowing it to switch on or off daily, for which the criterion was met. RESULTS Two thousand nine hundred and fifty-four (54%) participants died during the follow-up period. Using the cumulative exposure measure, 27% never had continuity of care, whereas 31%, 20%, 14%, and 8%, respectively, had continuity for 1%-33%, 34%-67%, 68%-99%, and 100% of their follow-up days. Adjusted for demographics, socioeconomic status, social support, health lifestyle, and morbidity, both measures of continuity were associated (p < .001) with lower mortality (adjusted hazard ratios of 0.84 for the present exposure measure and 0.31, 0.39, 0.46, and 0.62, respectively, for the 1%-33%, 34%-67%, 68%-99%, and 100% categories of the cumulative exposure measure). CONCLUSION Continuity of care with a PCP, as assessed by two distinct measures, was associated with substantial reductions in long-term mortality.
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Affiliation(s)
- Fredric D Wolinsky
- Departments of Health Management and Policy and General Internal Medicine, The University of Iowa, 200 Hawkins Drive, E-205 General Hospital, Iowa City, IA 52242, USA.
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Wierdsma A, Mulder C, de Vries S, Sytema S. Reconstructing continuity of care in mental health services: a multilevel conceptual framework. J Health Serv Res Policy 2009; 14:52-7. [PMID: 19103917 DOI: 10.1258/jhsrp.2008.008039] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Continuity of mental health care is a key issue in the organization and evaluation of services for patients with disabling chronic conditions. Over many years, health services researchers have been exploring the conceptual boundaries between continuity of care and other service characteristics. On the basis of papers published over the past decade, we argue that while conceptual consensus is growing, there is room to improve continuity measures, and the development of practical interventions is still at an early stage. There is growing consensus that continuity of care is a multidimensional concept. We identified four core elements: continuous care; care of an individual patient; cross-boundary care; and care recorded objectively. These elements help clarify conceptual boundaries, and incorporate measurement guidelines. With reference to these core elements, we define types of continuity of care, including informational continuity, management continuity, relational continuity and contact continuity. In order to improve continuity of care, better understanding is needed of the complex inter-relationship of core elements and types of continuity. A multilevel perspective on continuity of care can guide research to develop and evaluate new interventions. Achieving continuity of care is hindered by the lack of standard measures and administrative data appropriate to assessing continuity. Account should be taken not only of the nature of the patient population, but also of local conditions. To address these topics and identify best practices, research should be multidisciplinary and take a comparative, naturalistic form.
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Affiliation(s)
- André Wierdsma
- Department of Psychiatry, Erasmus Medical Center, University of Rotterdam, Rotterdam. The Netherlands.
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Wolinsky FD, Liu L, Miller TR, An H, Geweke JF, Kaskie B, Wright KB, Chrischilles EA, Pavlik CE, Cook EA, Ohsfeldt RL, Richardson KK, Rosenthal GE, Wallace RB. Emergency department utilization patterns among older adults. J Gerontol A Biol Sci Med Sci 2008; 63:204-9. [PMID: 18314459 DOI: 10.1093/gerona/63.2.204] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND We identified 4-year (2 years before and 2 years after the index [baseline] interview) ED use patterns in older adults and the factors associated with them. METHODS A secondary analysis of baseline interview data from the nationally representative Survey on Assets and Health Dynamics Among the Oldest Old linked to Medicare claims data. Participants were 4310 self-respondents 70 years old or older. Current Procedural Terminology (CPT) codes 99281 and 99282 identified low-intensity use, and CPT codes 99283-99285 identified high-intensity use. Exploratory factor analysis and multivariable multinomial logistic regression were used. RESULTS The majority (56.6%) of participants had no ED visits during the 4-year period. Just 5.7% had only low-intensity ED use patterns, whereas 28.9% used the ED only for high-intensity visits, and 8.7% had a mixture of low-intensity and high-intensity use. Participants with lower immediate word recall scores and those who did not live in major metropolitan areas were more likely to be low-intensity-only ED users. Older individuals, those who did not live in rural counties, had greater morbidity and functional status burdens, and lower immediate word recall scores were more likely to be high-intensity-only ED users. Participants who were older, did not live in major cities, had lower education levels, had greater morbidity and functional status burdens, and lower immediate word recall scores were more likely to have mixed ED use patterns. CONCLUSIONS Nearly half of these older adults used the ED at least once over a 4-year period, with a mean annual ED use percentage of 18.4. Few, however, used the ED only for visits that may have been avoidable. This finding suggests that triaging Medicare patients would not decrease ED overcrowding, although continued surveillance is necessary to detect potential changes in ED use patterns among older adults.
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Wolinsky FD, Liu L, Miller TR, Geweke JF, Cook EA, Greene BR, Wright KB, Chrischilles EA, Pavlik CE, An H, Ohsfeldt RL, Richardson KK, Rosenthal GE, Wallace RB. The use of chiropractors by older adults in the United States. CHIROPRACTIC & OSTEOPATHY 2007; 15:12. [PMID: 17822549 PMCID: PMC2034378 DOI: 10.1186/1746-1340-15-12] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 06/20/2007] [Accepted: 09/06/2007] [Indexed: 11/10/2022]
Abstract
Background In a nationally representative sample of United States Medicare beneficiaries, we examined the extent of chiropractic use, factors associated with seeing a chiropractor, and predictors of the volume of chiropractic use among those having seen one. Methods We performed secondary analyses of baseline interview data on 4,310 self-respondents who were 70 years old or older when they first participated in the Survey on Assets and Health Dynamics Among the Oldest Old (AHEAD). The interview data were then linked to their Medicare claims. Multiple logistic and negative binomial regressions were used. Results The average annual rate of chiropractic use was 4.6%. During the four-year period (two years before and two years after each respondent's baseline interview), 10.3% had one or more visits to a chiropractor. African Americans and Hispanics, as well as those with multiple depressive symptoms and those who lived in counties with lower than average supplies of chiropractors were much less likely to use them. The use of chiropractors was much more likely among those who drank alcohol, had arthritis, reported pain, and were able to drive. Chiropractic services did not substitute for physician visits. Among those who had seen a chiropractor, the volume of chiropractic visits was lower for those who lived alone, had lower incomes, and poorer cognitive abilities, while it was greater for the overweight and those with lower body limitations. Conclusion Chiropractic use among older adults is less prevalent than has been consistently reported for the United States as a whole, and is most common among Whites, those reporting pain, and those with geographic, financial, and transportation access.
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Affiliation(s)
- Fredric D Wolinsky
- College of Public Health, The University of Iowa, Iowa City, Iowa, USA
- College of Medicine, The University of Iowa, Iowa City, Iowa, USA
- Center for Research in the Implementation of Innovative Strategies in Practice (CRIISP), Iowa City Veterans Affairs Medical Center, Iowa City, Iowa, USA
| | - Li Liu
- College of Public Health, The University of Iowa, Iowa City, Iowa, USA
| | - Thomas R Miller
- College of Public Health, The University of Iowa, Iowa City, Iowa, USA
| | - John F Geweke
- College of Business, The University of Iowa, Iowa City, Iowa, USA
| | - Elizabeth A Cook
- College of Public Health, The University of Iowa, Iowa City, Iowa, USA
| | - Barry R Greene
- College of Public Health, The University of Iowa, Iowa City, Iowa, USA
| | - Kara B Wright
- College of Public Health, The University of Iowa, Iowa City, Iowa, USA
| | | | - Claire E Pavlik
- College of Liberal Arts and Sciences, The University of Iowa, Iowa City, Iowa, USA
| | - Hyonggin An
- College of Public Health, The University of Iowa, Iowa City, Iowa, USA
| | - Robert L Ohsfeldt
- College of Rural Public Health, Texas A&M University Health Science Center, College Station, Texas, USA
| | - Kelly K Richardson
- Center for Research in the Implementation of Innovative Strategies in Practice (CRIISP), Iowa City Veterans Affairs Medical Center, Iowa City, Iowa, USA
| | - Gary E Rosenthal
- College of Public Health, The University of Iowa, Iowa City, Iowa, USA
- College of Medicine, The University of Iowa, Iowa City, Iowa, USA
- Center for Research in the Implementation of Innovative Strategies in Practice (CRIISP), Iowa City Veterans Affairs Medical Center, Iowa City, Iowa, USA
| | - Robert B Wallace
- College of Public Health, The University of Iowa, Iowa City, Iowa, USA
- College of Medicine, The University of Iowa, Iowa City, Iowa, USA
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Wolinsky FD, Miller TR, An H, Geweke JF, Wallace RB, Wright KB, Chrischilles EA, Liu L, Pavlik CB, Cook EA, Ohsfeldt RL, Richardson KK, Rosenthal GE. Hospital episodes and physician visits: the concordance between self-reports and medicare claims. Med Care 2007; 45:300-7. [PMID: 17496713 PMCID: PMC1904836 DOI: 10.1097/01.mlr.0000254576.26353.09] [Citation(s) in RCA: 77] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
BACKGROUND Health services use typically is examined using either self-reports or administrative data, but the concordance between the 2 is not well established. OBJECTIVE We evaluated the concordance of hospital and physician utilization data from self-reports and claims data, and identified factors associated with disagreement. METHODS We performed a secondary analysis on linked observational and administrative data. A national sample of 4310 respondents who were 70 years old or older at their baseline interviews was used. Self-reported and Medicare claims-based hospital episodes and physician visits for 12 months before baseline were examined. Kappa statistics were used to evaluate concordance, and multivariable multinomial logistic regression was used to identify factors associated with overreporting (self-reports > claims), underreporting (self-reports < claims), and concordant-reporting (self-reports approximately claims). RESULTS The concordance of hospital episodes was high (kappa = 0.767 for the 2 x 2 comparison of none vs. some and kappa = 0.671 for the 6 x 6 comparison of none, 1, ..., 4, or 5 or more), but concordance for physician visits was low (kappa = 0.255 for the 2 x 2 comparison of none versus some and kappa = 0.351 for the 14 x 14 comparison of none, 1, ..., 12, and 13 or more). Multivariable multinomial logistic regression indicated that over-, under-, and concordant-reporting of hospital episodes was significantly associated with gender, alcohol consumption, arthritis, cancer, heart disease, psychologic problems, lower body functional limitations, self-rated health, and depressive symptoms. Over-, under-, and concordant-reporting of physician visits were significantly associated with age, gender, race, living alone, veteran status, private health insurance, arthritis, cancer, diabetes, hypertension, heart disease, lower body functional limitations, and poor memory. CONCLUSIONS Concordance between self-reported and claims-based hospital episodes was high, but concordance for physician visits was low. Factors significantly associated with bidirectional (over- and underreporting) and unidirectional (over- or underreporting) error patterns were detected. Therefore, caution is advised when drawing conclusions based on just one physician visit data source.
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Wolinsky FD, An H, Liu L, Miller TR, Rosenthal GE. Exploring the association of dual use of the VHA and Medicare with mortality: separating the contributions of inpatient and outpatient services. BMC Health Serv Res 2007; 7:70. [PMID: 17490488 PMCID: PMC1884152 DOI: 10.1186/1472-6963-7-70] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2007] [Accepted: 05/09/2007] [Indexed: 11/17/2022] Open
Abstract
Background Older veterans may use both the Veterans Health Administration (VHA) and Medicare, but the association of dual use with health outcomes is unclear. We examined the association of indirect measures of dual use with mortality. Methods Our secondary analysis used survey, claims, and National Death Index data from the Survey on Assets and Health Dynamics among the Oldest Old. The analytic sample included 1,521 men who were Medicare beneficiaries. Veterans were classified as dual users when their self-reported number of hospital episodes or physician visits exceeded that in their Medicare claims. Veterans reporting inpatient or outpatient visits but having no Medicare claims were classified as VHA-only users. Proportional hazards regression was used. Results 897 (59%) of the men were veterans, of whom 134 (15%) were dual users. Among dual users, 60 (45%) met the criterion based on inpatient services, 54 (40%) based on outpatient services, and 20 (15%) based on both. 766 men (50%) died. Adjusting for covariates, the independent effect of any dual use was a 38% increased mortality risk (AHR = 1.38; p = .02). Dual use based on outpatient services marginally increased mortality risk by 45% (AHR = 1.45; p = .06), and dual use based on both inpatient and outpatient services increased the risk by 98% (AHR = 1.98; p = .02). Conclusion Indirect measures of dual use were associated with increased mortality risk. New strategies to better coordinate care, such as shared medical records, should be considered.
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Affiliation(s)
- Fredric D Wolinsky
- Center for Research in the Implementation of Innovative Strategies in Practice (CRIISP), the Iowa City VA Medical Center, 601 Highway 6 West, Iowa City, IA, 52246, USA
- Health Management and Policy, College of Public Health, the University of Iowa, 200 Hawkins Drive, Iowa City, IA, 52242, USA
- Internal Medicine, Carver College of Medicine, the University of Iowa, 200 Hawkins Drive, Iowa City, IA, 52242, USA
| | - Hyonggin An
- Biostatistics, College of Public Health, the University of Iowa, 200 Hawkins Drive, Iowa City, IA, 52242, USA
| | - Li Liu
- Biostatistics, College of Public Health, the University of Iowa, 200 Hawkins Drive, Iowa City, IA, 52242, USA
| | - Thomas R Miller
- Health Management and Policy, College of Public Health, the University of Iowa, 200 Hawkins Drive, Iowa City, IA, 52242, USA
| | - Gary E Rosenthal
- Center for Research in the Implementation of Innovative Strategies in Practice (CRIISP), the Iowa City VA Medical Center, 601 Highway 6 West, Iowa City, IA, 52246, USA
- Health Management and Policy, College of Public Health, the University of Iowa, 200 Hawkins Drive, Iowa City, IA, 52242, USA
- Internal Medicine, Carver College of Medicine, the University of Iowa, 200 Hawkins Drive, Iowa City, IA, 52242, USA
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Wolinsky FD, Miller TR, An H, Brezinski PR, Vaughn TE, Rosenthal GE. Dual use of Medicare and the Veterans Health Administration: are there adverse health outcomes? BMC Health Serv Res 2006; 6:131. [PMID: 17029643 PMCID: PMC1617101 DOI: 10.1186/1472-6963-6-131] [Citation(s) in RCA: 72] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2006] [Accepted: 10/09/2006] [Indexed: 12/16/2022] Open
Abstract
BACKGROUND Millions of veterans are eligible to use the Veterans Health Administration (VHA) and Medicare because of their military service and age. This article examines whether an indirect measure of dual use based on inpatient services is associated with increased mortality risk. METHODS Data on 1,566 self-responding men (weighted N = 1,522) from the Survey of Assets and Health Dynamics among the Oldest Old (AHEAD) were linked to Medicare claims and the National Death Index. Dual use was indirectly indicated when the self-reported number of hospital episodes in the 12 months prior to baseline was greater than that observed in the Medicare claims. The independent association of dual use with mortality was estimated using proportional hazards regression. RESULTS 96 (11%) of the veterans were classified as dual users. 766 men (50.3%) had died by December 31, 2002, including 64.9% of the dual users and 49.3% of all others, for an attributable mortality risk of 15.6% (p < .003). Adjusting for demographics, socioeconomics, comorbidity, hospitalization status, and selection bias at baseline, as well as subsequent hospitalization for ambulatory care sensitive conditions, the independent effect of dual use was a 56.1% increased relative risk of mortality (AHR = 1.561; p = .009). CONCLUSION An indirect measure of veterans' dual use of the VHA and Medicare systems, based on inpatient services, was associated with an increased risk of death. Further examination of dual use, especially in the outpatient setting, is needed, because dual inpatient and dual outpatient use may be different phenomena.
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Affiliation(s)
- Fredric D Wolinsky
- Center for Research in the Implementation of Innovative Strategies in Practice (CRIISP), Iowa City Health Care System, 601 Highway 6 West, Iowa City, IA52246, USA
- Health Management and Policy, College of Public Health, the University of Iowa, 200 Hawkins Drive, Iowa City, IA52242, USA
- Internal Medicine, Carver College of Medicine, the University of Iowa, 200 Hawkins Drive, Iowa City, IA52242, USA
| | - Thomas R Miller
- Health Management and Policy, College of Public Health, the University of Iowa, 200 Hawkins Drive, Iowa City, IA52242, USA
| | - Hyonggin An
- Biostatistics, College of Public Health, the University of Iowa, 200 Hawkins Drive, Iowa City, IA52242, USA
| | - Paul R Brezinski
- Health Management and Policy, College of Public Health, the University of Iowa, 200 Hawkins Drive, Iowa City, IA52242, USA
- United States Air Force, USA
| | - Thomas E Vaughn
- Center for Research in the Implementation of Innovative Strategies in Practice (CRIISP), Iowa City Health Care System, 601 Highway 6 West, Iowa City, IA52246, USA
- Health Management and Policy, College of Public Health, the University of Iowa, 200 Hawkins Drive, Iowa City, IA52242, USA
| | - Gary E Rosenthal
- Center for Research in the Implementation of Innovative Strategies in Practice (CRIISP), Iowa City Health Care System, 601 Highway 6 West, Iowa City, IA52246, USA
- Health Management and Policy, College of Public Health, the University of Iowa, 200 Hawkins Drive, Iowa City, IA52242, USA
- Internal Medicine, Carver College of Medicine, the University of Iowa, 200 Hawkins Drive, Iowa City, IA52242, USA
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