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Khan T, Tsipas S, Wozniak GD, Kirley K, Mainous AG. Health Care Costs Following COVID-19 Hospitalization Prior to Vaccine Availability. J Am Board Fam Med 2024; 36:883-891. [PMID: 37857443 DOI: 10.3122/jabfm.2023.230069r1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/25/2023] [Revised: 06/23/2023] [Accepted: 07/05/2023] [Indexed: 10/21/2023] Open
Abstract
BACKGROUND Postacute sequelae of coronavirus (PASC) disease of 2019 (COVID-19) include morbidity and mortality, but little is known of the impact on medical expenditures. This study measures patients' health care costs after COVID hospitalization before vaccinations. METHODS The Merative MarketScan database is used to track trends in medical expenditures for commercially insured patients hospitalized for COVID-19 (case subjects) compared with COVID-19 patients not hospitalized (control subjects) using a propensity score matching model. Medical expenditures were estimated from 30-, 60-, and 120-day clean periods after an initial COVID-19 encounter through the end of 2020. RESULTS Average total medical expenditures were 96% higher for individuals hospitalized for COVID-19 starting 30 days after initial COVID-19 encounter and almost 70% higher 120 days after based on the propensity score matching. The average spending differential was $11,242 30 days after and $4959 120 days after. This effect is highest for inpatient admissions and services 60 days after at $56,862 and lowest among pharmaceuticals 120 days after at $329. The magnitude of the difference is greater for those with hypertension or diabetes where total expenditures is $14,958 30 days after, and $5962 120 days after compared with those without these chronic conditions. DISCUSSION The results suggest both health and economic implications for COVID-19 hospitalization and supports the use of vaccinations to help mitigate these implications. PASC includes increased health care costs for hospitalized patients, particularly for those with chronic conditions. Preventing COVID-19 hospitalization has economic value in terms of reduced medical spending in addition to health benefits associated with reduced morbidity and mortality.
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Affiliation(s)
- Tamkeen Khan
- From the American Medical Association, Chicago, IL (TK, ST, GDW, KK); University of Florida, Gainesville, FL (AGM). )
| | - Stavros Tsipas
- From the American Medical Association, Chicago, IL (TK, ST, GDW, KK); University of Florida, Gainesville, FL (AGM)
| | - Gregory D Wozniak
- From the American Medical Association, Chicago, IL (TK, ST, GDW, KK); University of Florida, Gainesville, FL (AGM)
| | - Kate Kirley
- From the American Medical Association, Chicago, IL (TK, ST, GDW, KK); University of Florida, Gainesville, FL (AGM)
| | - Arch G Mainous
- From the American Medical Association, Chicago, IL (TK, ST, GDW, KK); University of Florida, Gainesville, FL (AGM)
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2
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Maclean JC, Khan T, Tsipas S, Pesko MF. The effect of cigarette and e-cigarette taxes on prescriptions for smoking cessation medications. Health Serv Res 2023; 58:1245-1255. [PMID: 36271500 PMCID: PMC10622273 DOI: 10.1111/1475-6773.14088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
OBJECTIVE To test the effect of cigarette and e-cigarette taxes on prescriptions for smoking cessation medications. DATA SOURCE Symphony Health, IDV all-payer prescription claims data for the United States over the period 2009-2017. Prescription fills for smoking cessation products were provided at the patient's age, patient's sex, brand/generic, payment type, year, and quarter levels. STUDY DESIGN We study the effect of state-level cigarette and e-cigarette tax rates on prescriptions for smoking cessation medications using two-way fixed effect modified difference-in-differences regressions. We also use a multiperiod difference-in-differences estimator robust to bias from dynamic and heterogeneous treatment effects with a staggered policy rollout. DATA COLLECTION/EXTRACTION METHODS We use fills for Chantix, Zyban, and their generics, as well as Food and Drug Administration-approved nicotine replacement therapies that are paid for by insurance. PRINCIPAL FINDINGS We observe no statistically significant change in prescription fills following an increase in the e-cigarette tax rate, though we are unable to rule out potentially large effects. However, following a $1.00 increase in the cigarette tax rate, we observe a 1052 increase in prescription fills per 100,000 adults (95% CI: 57, 2046; 4.2% increase). The effect of cigarette taxes on prescription fills was particularly large for 18-34 year-olds. CONCLUSIONS Our findings suggest that, during a period when e-cigarettes are widely available, cigarette tax increases remain effective in increasing use of these medications, but e-cigarette taxes do not increase use of these medications.
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Affiliation(s)
| | - Tamkeen Khan
- Improving Health OutcomesAmerican Medical AssociationChicagoIllinoisUSA
| | - Stavros Tsipas
- Improving Health OutcomesAmerican Medical AssociationChicagoIllinoisUSA
| | - Michael F. Pesko
- Andrew Young School of Policy StudiesGeorgia State UniversityAtlantaGeorgiaUSA
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3
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Hayer R, Kirley K, Tsipas S, Allen J, Hanson D, Johnson E. Redesigning blood pressure measurement training in healthcare schools. Med Educ Online 2022; 27:2098548. [PMID: 35796417 PMCID: PMC9272934 DOI: 10.1080/10872981.2022.2098548] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 03/21/2022] [Revised: 06/29/2022] [Accepted: 07/01/2022] [Indexed: 06/15/2023]
Abstract
Blood pressure (BP) measurement is the most commonly performed procedure in clinical practice and requires mastering several skills. A prior study determined that medical school students failed to perform more than half of BP measurement skills correctly, demonstrating a need to redesign how BP measurement is taught. The American Medical Association set out to create and test a solution to address this BP measurement curricula gap. An eLearning series consisting of three modules was developed. The series was informed by evidence-based guidelines, includes content on self-measured blood pressure, is accessible to students at any time within their education journey, is interactive, and available to all healthcare schools at no cost. Prior to launch, a small pilot study was conducted with medical and nursing students to determine if these new eLearning modules address current gaps in BP measurement curricula. Students were instructed to complete an online assessment before and after viewing the main module within the series. Our results suggest that eLearning modules on BP measurement can help improve knowledge and ability to identify correct BP measurement skills. Pronounced improvements were observed in the topics of patient preparation, positioning, and cuff sizing and placement. Revisions were made to content areas where improvement was minimal. Overall, the findings revealed the importance of pilot testing a product prior to launch and while many skills may improve with an eLearning intervention, certain skills will still likely require additional in-person training with peers.
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Affiliation(s)
- Rupinder Hayer
- Improving Health Outcomes, American Medical Association, Chicago, IL, USA
| | - Kate Kirley
- Improving Health Outcomes, American Medical Association, Chicago, IL, USA
| | - Stavros Tsipas
- Improving Health Outcomes, American Medical Association, Chicago, IL, USA
| | - Jon Allen
- School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, USA
| | - Darlene Hanson
- College of Nursing & Professional Disciplines, University of North Dakota, Grand Forks, ND, USA
| | - Eric Johnson
- School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, USA
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Jackson SL, Tsipas S, Yang PK, Ritchey MD, Loustalot F, Wozniak G, Wang X. Prescription Smoking-Cessation Medication Fills and Spending, 2009-2019. Am J Prev Med 2022; 62:e351-e355. [PMID: 35597571 PMCID: PMC9186091 DOI: 10.1016/j.amepre.2021.11.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/13/2021] [Revised: 11/19/2021] [Accepted: 11/29/2021] [Indexed: 11/29/2022]
Abstract
INTRODUCTION Smoking is the leading cause of preventable disease and death. However, effective medicines, including prescription medications often covered by health insurance, are available to aid cessation. METHODS Trends of 7 U.S. Food and Drug Administration-approved prescription medications for smoking cessation during 2009-2019 (before and during Affordable Care Act implementation), including fill counts and spending (total and patient, adjusted to 2019 U.S. dollars), were assessed among U.S. adults aged ≥18 years. Symphony Health's Integrated Dataverse combines data on >90% of outpatient prescription fills with market purchasing data to create national estimates. Analyses were conducted in 2021. RESULTS Annually, total fills (spending) decreased from 3.7 million ($577 million) in 2009 to 2.5 million ($465 million) in 2013 and increased to 4.5 million ($1.279 billion) in 2019; patient spending decreased from $174 million (30% of total annual spending) in 2009 to $54 million (4%) in 2019. Comparing 2009 with 2019, the total spending per fill increased by 80% (from $157 to $282), whereas patient spending per fill decreased by 75% (from $47 to $12). The total spending per fill for branded products increased by 175% (from $166 to $459) and decreased by 41% (from $75 to $44) for generic products. Branded product percentage decreased from 89% to 57%. CONCLUSIONS Total fills and spending decreased from 2009 to 2013 and then increased through 2019, whereas patient spending decreased. Earlier studies suggest possible reasons for these trends, such as gradual implementation of federal requirements for insurance coverage of cessation medications and reduced cost sharing and financial barriers.
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Affiliation(s)
- Sandra L Jackson
- Division for Heart Disease and Stroke Prevention, National Center for Chronic Disease Prevention and Health Promotion, Centers for Disease Control and Prevention, Atlanta, Georgia.
| | | | - Peter K Yang
- Division for Heart Disease and Stroke Prevention, National Center for Chronic Disease Prevention and Health Promotion, Centers for Disease Control and Prevention, Atlanta, Georgia
| | - Matthew D Ritchey
- Division for Heart Disease and Stroke Prevention, National Center for Chronic Disease Prevention and Health Promotion, Centers for Disease Control and Prevention, Atlanta, Georgia
| | - Fleetwood Loustalot
- Division for Heart Disease and Stroke Prevention, National Center for Chronic Disease Prevention and Health Promotion, Centers for Disease Control and Prevention, Atlanta, Georgia
| | | | - Xu Wang
- Office on Smoking and Health, National Center for Chronic Disease Prevention and Health Promotion, Centers for Disease Control and Prevention, Atlanta, Georgia
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Escarce JJ, Wozniak GD, Tsipas S, Pane JD, Ma Y, Brotherton SE, Yu H. The Affordable Care Act Medicaid Expansion, Social Disadvantage, and the Practice Location Choices of New General Internists. Med Care 2022; 60:342-350. [PMID: 35250020 PMCID: PMC8989636 DOI: 10.1097/mlr.0000000000001703] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND A recent study found that states that expanded Medicaid under the Affordable Care Act (ACA) gained new general internists who were establishing their first practices, whereas nonexpansion states lost them. OBJECTIVE The objective of this study was to examine the level of social disadvantage of the areas of expansion states that gained new physicians and the areas of nonexpansion states that lost them. RESEARCH DESIGN We used American Community Survey data to classify commuting zones as high, medium, or low social disadvantage. Using 2009-2019 data from the AMA Physician Masterfile and information on states' Medicaid expansion status, we estimated conditional logit models to compare where new physicians located during the 6 years following the expansion to where they located during the 5 years preceding the expansion. SUBJECTS A total of 32,102 new general internists. RESULTS Compared with preexpansion patterns, new general internists were more likely to locate in expansion states after the expansion, a finding that held for high, medium, and low disadvantage areas. We estimated that, between 2014 and 2019, nonexpansion states lost 371 new general internists (95% confidence interval, 203-540) to expansion states. However, 62.5% of the physicians lost by nonexpansion states were lost from high disadvantage areas even though these areas only accounted for 17.9% of the population of nonexpansion states. CONCLUSIONS States that opted not to expand Medicaid lost new general internists to expansion states. A highly disproportionate share of the physicians lost by nonexpansion states were lost from high disadvantage areas, potentially compromising access for all residents irrespective of insurance coverage.
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Affiliation(s)
- José J. Escarce
- Division of General Internal Medicine and Health Services Research, Department of Medicine, David Geffen School of Medicine at UCLA
- Department of Health Policy and Management, Fielding School of Public Health, Los Angeles, CA
| | | | | | | | - Yanlei Ma
- Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA
| | | | - Hao Yu
- Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA
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Hayes DK, Jackson SL, Li Y, Wozniak G, Tsipas S, Hong Y, Thompson-Paul AM, Wall HK, Gillespie C, Egan BM, Ritchey MD, Loustalot F. Blood Pressure Control Among Non-Hispanic Black Adults Is Lower Than Non-Hispanic White Adults Despite Similar Treatment With Antihypertensive Medication: NHANES 2013-2018. Am J Hypertens 2022; 35:514-525. [PMID: 35380626 PMCID: PMC9233145 DOI: 10.1093/ajh/hpac011] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Revised: 10/19/2021] [Accepted: 01/26/2022] [Indexed: 01/27/2023] Open
Abstract
BACKGROUND Controlled blood pressure can prevent or reduce adverse health outcomes. Social and structural determinants may contribute to the disparity that despite equivalent proportions on antihypertensive medication, non-Hispanic Black (Black) adults have lower blood pressure control and more cardiovascular events than non-Hispanic White (White) adults. METHODS Data from 2013 to 2018 National Health and Nutrition Examination Survey were pooled to assess control among Black and White adults by antihypertensive medication use and selected characteristics using the 2017 American College of Cardiology/American Heart Association (ACC/AHA) Blood Pressure Guideline definition (systolic blood pressure <130 mm Hg and diastolic blood pressure <80 mm Hg) among 4,739 adults. RESULTS Among those treated with antihypertensive medication, an estimated 34.9% of Black and 45.0% of White adults had controlled blood pressure. Control was lower for Black and White adults among most subgroups of age, sex, education, insurance status, usual source of care, and poverty-income ratio. Black adults had higher use of diuretics (28.5%-Black adults vs. 23.5%-White adults) and calcium channel blockers (24.2%-Black adults vs. 14.7%-White adults) compared with White adults. Control among Black adults was lower than White adults across all medication classes including diuretics (36.1%-Black adults vs. 47.3%-White adults), calcium channel blockers (30.2%-Black adults vs. 40.1%-White adults), and number of medication classes used. CONCLUSIONS Suboptimal blood pressure control rates and disparities warrant increased efforts to improve control, which could include addressing social and structural determinants along with emphasizing implementation of the 2017 ACC/AHA Blood Pressure Guideline into clinical practice.
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Affiliation(s)
| | - Sandra L Jackson
- Division for Heart Disease and Stroke Prevention, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - Yanfeng Li
- Division for Heart Disease and Stroke Prevention, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - Gregory Wozniak
- Improving Health Outcomes, American Medical Association, Chicago, Illinois, USA
| | - Stavros Tsipas
- Improving Health Outcomes, American Medical Association, Chicago, Illinois, USA
| | - Yuling Hong
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Angela M Thompson-Paul
- Division for Heart Disease and Stroke Prevention, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - Hilary K Wall
- Division for Heart Disease and Stroke Prevention, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - Cathleen Gillespie
- Division for Heart Disease and Stroke Prevention, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - Brent M Egan
- Improving Health Outcomes, American Medical Association, Chicago, Illinois, USA
| | - Matthew D Ritchey
- Division for Heart Disease and Stroke Prevention, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - Fleetwood Loustalot
- Division for Heart Disease and Stroke Prevention, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
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7
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Hayer R, Kirley K, Cohen JB, Tsipas S, Sutherland SE, Oparil S, Shay CM, Cohen DL, Kabir C, Wozniak G. Featured Cover. J Clin Hypertens (Greenwich) 2022. [DOI: 10.1111/jch.14469] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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8
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Tajeu GS, Tsipas S, Rakotz M, Wozniak G. Cost-Effectiveness of Recommendations From the Surgeon General's Call-to-Action to Control Hypertension. Am J Hypertens 2022; 35:225-231. [PMID: 34661634 DOI: 10.1093/ajh/hpab162] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Revised: 10/08/2021] [Indexed: 12/15/2022] Open
Abstract
In response to high prevalence of hypertension and suboptimal rates of blood pressure (BP) control in the United States, the Surgeon General released a Call-to-Action to Control Hypertension (Call-to-Action) in the fall of 2020 to address the negative consequences of uncontrolled BP. In addition to morbidity and mortality associated with hypertension, hypertension has an annual cost to the US healthcare system of $71 billion. The Call-to-Action makes recommendations for improving BP control, and the purpose of this review was to summarize the literature on the cost-effectiveness of these strategies. We identified a number of studies that demonstrate the cost saving or cost-effectiveness of recommendations in the Call-to-Action including strategies to promote access to and availability of physical activity opportunities and healthy food options within communities, advance the use of standardized treatment approaches and guideline-recommended care, to promote the use of healthcare teams to manage hypertension, and to empower and equip patients to use self-measured BP monitoring and medication adherence strategies. While the current review identified numerous cost-effective methods to achieve the Surgeon General's recommendations for improving BP control, future work should determine the cost-effectiveness of the 2017 American College of Cardiology and American Heart Association Hypertension guidelines, interventions to lower therapeutic inertia, and optimal team-based care strategies, among other areas of research. Economic evaluation studies should also be prioritized to generate more comprehensive data on how to provide efficient and high value care to improve BP control.
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Affiliation(s)
- Gabriel S Tajeu
- Department of Health Services Administration and Policy, Temple University, Philadelphia, Pennsylvania, USA
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9
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Hayer R, Kirley K, Cohen JB, Tsipas S, Sutherland SE, Oparil S, Shay CM, Cohen DL, Kabir C, Wozniak G. Using web-based training to improve accuracy of blood pressure measurement among health care professionals: A randomized trial. J Clin Hypertens (Greenwich) 2022; 24:255-262. [PMID: 35156756 PMCID: PMC8924996 DOI: 10.1111/jch.14419] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2021] [Revised: 11/22/2021] [Accepted: 12/09/2021] [Indexed: 12/15/2022]
Abstract
Accurate blood pressure measurement is crucial for proper screening, diagnosis, and monitoring of high blood pressure. However, providers are not aware of proper blood pressure measurement skills, do not master all the appropriate skills, or miss key steps in the process, leading to inconsistent or inaccurate readings. Training in blood pressure measurement for most providers is usually limited to a one-time brief demonstration during professional education coursework. The American Medical Association and the American Heart Association developed a 30-minute e-Learning module designed to refresh and improve existing blood pressure measurement knowledge and clinical skills among practicing providers. One hundred seventy-seven practicing providers, which included medical assistants, nurses, advanced practice providers, and physicians, participated in a multi-site randomized educational study designed to assess the effect of this e-Learning module on blood pressure measurement knowledge and skills. Participants were randomized 1:1 to either the intervention or control group. The intervention group followed a pre-post assessment approach, and the control group followed a test-retest approach. The initial assessment showed that participants in both the intervention and control groups correctly performed less than half of the 14 skills considered necessary to obtain an accurate blood pressure measurement (mean scores 5.5 and 5.9, respectively). Following the e-Learning module, the intervention group performed on average of 3.4 more skills correctly vs 1.4 in the control group (P < .01). Our findings reinforce existing evidence that errors in provider blood pressure measurements are highly prevalent and provide novel evidence that refresher training improves measurement accuracy.
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Affiliation(s)
- Rupinder Hayer
- Department of Improving Health Outcomes, American Medical Association, Chicago, Illinois, USA
| | - Kate Kirley
- Department of Improving Health Outcomes, American Medical Association, Chicago, Illinois, USA
| | - Jordana B Cohen
- Renal-Electrolyte and Hypertension Division, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA.,Department of Biostatistics Epidemiology and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Stavros Tsipas
- Department of Improving Health Outcomes, American Medical Association, Chicago, Illinois, USA
| | - Susan E Sutherland
- Department of Improving Health Outcomes, American Medical Association, Chicago, Illinois, USA
| | - Suzanne Oparil
- Division of Cardiovascular Disease, Department of Medicine, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Christina M Shay
- Global Epidemiology and RWE, Boehringer Ingelheim, Ingelheim, Germany
| | - Debbie L Cohen
- Renal-Electrolyte and Hypertension Division, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Christopher Kabir
- Aurora Research Institute, Aurora Health, Downers Grove, Illinois, USA
| | - Gregory Wozniak
- Department of Improving Health Outcomes, American Medical Association, Chicago, Illinois, USA
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10
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Escarce JJ, Wozniak GD, Tsipas S, Pane JD, Brotherton SE, Yu H. Effects of the Affordable Care Act Medicaid Expansion on the Distribution of New General Internists Across States. Med Care 2021; 59:653-660. [PMID: 33956413 PMCID: PMC8191468 DOI: 10.1097/mlr.0000000000001523] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND Some states expanded Medicaid under the Affordable Care Act, boosting their low-income residents' demand for health care, while other states opted not to expand. OBJECTIVE The objective of this study was to determine whether the Medicaid expansion influenced the states selected by physicians just completing graduate medical education for establishing their first practices. RESEARCH DESIGN Using 2009-2019 data from the American Medical Association Physician Masterfile and information on states' Medicaid expansion status, we estimated conditional logit models to compare where new physicians located during the 6 years following implementation of the expansion to where they located during the 5 years preceding implementation. SUBJECTS The sample consisted of 160,842 physicians in 8 specialty groups. RESULTS Thirty-three states and the District of Columbia expanded Medicaid by the end of the study period. Compared with preexpansion patterns, we found that physicians in one specialty group-general internal medicine-were increasingly likely to locate in expansion states with time after the expansion. The Medicaid expansion influenced the practice location choices of men and international medical graduates in general internal medicine; women and United States medical graduates did not alter their preexpansion location patterns. Simulations estimated that, between 2014 and 2019, nonexpansion states lost 310 general internists (95% confidence interval, 156-464) to expansion states. CONCLUSIONS The Medicaid expansion influenced the practice location choices of new general internists. States that opted not to expand Medicaid under the Affordable Care Act lost general internists to expansion states, potentially affecting access to care for all their residents irrespective of insurance coverage.
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Affiliation(s)
- José J. Escarce
- Department of Medicine, Division of General Internal Medicine and Health Services Research, David Geffen School of Medicine at UCLA
- Department of Health Policy and Management, Fielding School of Public Health, Los Angeles, CA
| | | | | | | | | | - Hao Yu
- Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA
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11
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Arrieta A, Woods J, Wozniak G, Tsipas S, Rakotz M, Jay S. Return on investment of self-measured blood pressure is associated with its use in preventing false diagnoses, not monitoring hypertension. PLoS One 2021; 16:e0252701. [PMID: 34143817 PMCID: PMC8213192 DOI: 10.1371/journal.pone.0252701] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2020] [Accepted: 05/20/2021] [Indexed: 01/14/2023] Open
Abstract
Previous research indicates that patient self-measured blood pressure (SMBP) is a cost-effective strategy for improving hypertension (HTN) diagnosis and control. However, it is unknown which specific uses of SMBP produce the most value. Our goal is to estimate, from an insurance perspective, the return-on-investment (ROI) and net present value associated with coverage of SMBP devices when used (a) only to diagnose HTN, (b) only to select and titrate medication, (c) only to monitor HTN treatment, or (d) as a bundle with all three uses combined. We employed national sample of claims data, Framingham risk predictions, and published sensitivity-specificity values of SMBP and clinic blood-pressure measurement to extend a previously-developed local decision-analytic simulation model. We then used the extended model to determine which uses of SMBP produce the most economic value when scaled to the U.S. adult population. We found that coverage of SMBP devices yielded positive ROIs for insurers in the short-run and at lifetime horizon when the three uses of SMBP were considered together. When each use was evaluated separately, positive returns were seen when SMBP was used for diagnosis or for medication selection and titration. However, returns were negative when SMBP was used exclusively to monitor HTN treatment. When scaled to the U.S. population, adoption of SMBP would prevent nearly 16.5 million false positive HTN diagnoses, thereby improving quality of care while saving insurance plans $254 per member. A strong economic case exists for insurers to cover the cost of SMBP devices, but it matters how devices are used.
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Affiliation(s)
- Alejandro Arrieta
- Robert Stempel College of Public Health and Social Work, Florida International University, Miami, Florida, United States of America
| | - John Woods
- Indiana University Richard M. Fairbanks School of Public Health, Indianapolis, Indiana, United States of America
| | - Gregory Wozniak
- Improving Health Outcomes, American Medical Association, Chicago, Illinois, United States of America
| | - Stavros Tsipas
- Improving Health Outcomes, American Medical Association, Chicago, Illinois, United States of America
| | - Michael Rakotz
- Improving Health Outcomes, American Medical Association, Chicago, Illinois, United States of America
| | - Stephen Jay
- Indiana University Richard M. Fairbanks School of Public Health, Indianapolis, Indiana, United States of America
- Indiana University School of Medicine, Indianapolis, Indiana, United States of America
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12
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Yang PK, Ritchey MD, Tsipas S, Loustalot F, Wozniak GD. State and Regional Variation in Prescription- and Payment-Related Promoters of Adherence to Blood Pressure Medication. Prev Chronic Dis 2020; 17:E112. [PMID: 32975508 PMCID: PMC7553210 DOI: 10.5888/pcd17.190440] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/04/2022] Open
Abstract
Introduction Medication adherence can improve hypertension management. How blood pressure medications are prescribed and purchased can promote or impede adherence. Methods We used comprehensive dispensing data on prescription blood pressure medication from Symphony Health’s 2017 Integrated Dataverse to assess how prescription- and payment-related factors that promote medication adherence (ie, fixed-dose combinations, generic formulations, mail order, low-cost or no-copay medications) vary across US states and census regions and across the market segments (grouped by patient age, prescriber type, and payer type) responsible for the greatest number of blood pressure medication fills. Results In 2017, 706.5 million prescriptions for blood pressure medication were filled, accounting for $29.0 billion in total spending (17.0% incurred by patients). As a proportion of all fills, factors that promoted adherence varied by state: fixed-dose combinations (from 5.8% in Maine to 17.9% in Mississippi); generic formulations (from 95.2% in New Jersey to 98.4% in Minnesota); mail order (from 4.7% in Rhode Island to 14.5% in Delaware); and lower or no copayment (from 56.6% in Utah to 72.8% in California). Furthermore, mean days’ supply per fill (from 43.1 in Arkansas to 63.8 in Maine) and patient spending per therapy year (from $38 in Hawaii to $76 in Georgia) varied. Concentration of adherence factors differed by market segment. Patients aged 18 to 64 with a primary care physician prescriber and Medicaid coverage had the lowest concentration of fixed-dose combination fills, mean days’ supply per fill, and patient spending per therapy year. Patients aged 65 years or older with a primary care physician prescriber and commercial insurance had the highest concentration of fixed-dose combinations fills and mail order fills. Conclusion Addressing regional and market segment variation in factors promoting blood pressure medication adherence may increase adherence and improve hypertension management.
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Affiliation(s)
- Peter K Yang
- Division for Heart Disease and Stroke Prevention, National Center for Chronic Disease Prevention and Health Promotion, Centers for Disease Control and Prevention, 4770 Buford Hwy NE, Mail Stop S107-7, Atlanta, GA 30341. .,Oak Ridge Institute for Science and Education, Oak Ridge, Tennessee
| | - Matthew D Ritchey
- Division for Heart Disease and Stroke Prevention, National Center for Chronic Disease Prevention and Health Promotion, Centers for Disease Control and Prevention, Atlanta, Georgia
| | - Stavros Tsipas
- Improving Health Outcomes Group, American Medical Association, Chicago, Illinois
| | - Fleetwood Loustalot
- Division for Heart Disease and Stroke Prevention, National Center for Chronic Disease Prevention and Health Promotion, Centers for Disease Control and Prevention, Atlanta, Georgia
| | - Gregory D Wozniak
- Improving Health Outcomes Group, American Medical Association, Chicago, Illinois
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Ureña J, Tabares E, Tsipas S, Jiménez-Morales A, Gordo E. Dry sliding wear behaviour of β-type Ti-Nb and Ti-Mo surfaces designed by diffusion treatments for biomedical applications. J Mech Behav Biomed Mater 2018; 91:335-344. [PMID: 30641479 DOI: 10.1016/j.jmbbm.2018.12.029] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2017] [Revised: 06/12/2018] [Accepted: 12/21/2018] [Indexed: 11/18/2022]
Abstract
The dry sliding wear behaviour of different Ti-Nb and Ti-Mo surfaces was investigated in order to evaluate the role of Nb and Mo β-stabilizing elements in titanium wear resistance to consider them for biomedical applications. Dry sliding wear tests were performed under unlubricated conditions using a ball-on-plate tribometer (UMT) with reciprocating lineal movement of 1 Hz frequency at different loads (2 and 5 N) and against two counterface materials (alumina and stainless steel) to assess the effect of these parameters on wear. The results indicated an improvement in wear resistance for all the modified Ti surfaces. Metal-on-metal surfaces exhibited higher wear rate than ceramic-on-metal, and higher wear was observed for the more severe conditions. Wear rate values on modified surfaces were between 53% and 96% lower compared to pure Ti tested at 2 N, and up to 79% lower than Ti at 5 N. In both cases the highest wear reduction was observed for Ti-MoNH4Cl surface.
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Affiliation(s)
- J Ureña
- University Carlos III of Madrid, Department of Materials Science and Engineering, IAAB, Avda. Universidad, 30, 28911 Leganés, Spain.
| | - E Tabares
- University Carlos III of Madrid, Department of Materials Science and Engineering, IAAB, Avda. Universidad, 30, 28911 Leganés, Spain
| | - S Tsipas
- University Carlos III of Madrid, Department of Materials Science and Engineering, IAAB, Avda. Universidad, 30, 28911 Leganés, Spain; ALvaro Alonso Barba Technological Institute of Chemistry And Materials, University Carlos III of Madrid, Spain.
| | - A Jiménez-Morales
- University Carlos III of Madrid, Department of Materials Science and Engineering, IAAB, Avda. Universidad, 30, 28911 Leganés, Spain; ALvaro Alonso Barba Technological Institute of Chemistry And Materials, University Carlos III of Madrid, Spain.
| | - E Gordo
- University Carlos III of Madrid, Department of Materials Science and Engineering, IAAB, Avda. Universidad, 30, 28911 Leganés, Spain; ALvaro Alonso Barba Technological Institute of Chemistry And Materials, University Carlos III of Madrid, Spain.
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Arrieta A, Woods J, Wozniak G, Tsipas S, Rakotz M, Jay SJ. Abstract 072: Return on Investment of Self-Measured Blood Pressure: An Economic Model from the Insurers’ Perspective. Hypertension 2018. [DOI: 10.1161/hyp.72.suppl_1.072] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Introduction:
About half of the 70 million adults with hypertension in the U.S. do not have their blood pressure (BP) controlled. An effective strategy to diagnose hypertension and improve BP control is to use self-measured blood pressure (SMBP) devices. Despite evidence supporting the
clinical
effectiveness of SMBP, most insurers remain unconvinced that the cost of the devices would yield a positive
financial
return.
Objective:
We adopted the perspective of private insurers to estimate return-on-investment (ROI) and net present value (NPV) of SMBP devices used to diagnose hypertension (including treatment selection and medication titration) and to manage BP.
Methods:
We developed a decision-analytic model using Framingham risk predictions and reported SMBP and clinic blood pressure measurement (CBPM) sensitivity and specificity values to simulate health outcomes and their associated annual and lifetime projections of costs and savings for the U.S. population.
Results:
Compared to CBPM, SMBP benefits exceed investment, producing large positive ROIs and NPVs. SMBP is cost-beneficial in the short-run and at lifetime horizon, but the return declines with patient age (see table).
Conclusions:
A strong business case exists for reimbursing SMBP, but only when it is used both to diagnose and to manage hypertension. Its primary economic value stems from its diagnostic role in ruling out white coat hypertension. If SMBP is used solely to manage (but not to diagnose) hypertension, our model indicates that its incremental effects on blood pressure reduction and cardiovascular event rates are not large enough to produce positive financial gains.
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Affiliation(s)
| | - John Woods
- Indiana Univ Purdue Univ Indianapolis, Indianapolis, IN
| | | | | | | | - Stephen J Jay
- Indiana Univ Purdue Univ Indianapolis, Indianapolis, IN
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Khan T, Tsipas S, Wozniak G. Medical Care Expenditures for Individuals with Prediabetes: The Potential Cost Savings in Reducing the Risk of Developing Diabetes. Popul Health Manag 2017; 20:389-396. [PMID: 28192030 PMCID: PMC5649409 DOI: 10.1089/pop.2016.0134] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/03/2022] Open
Abstract
The United States has 86 million adults with prediabetes. Individuals with prediabetes can prevent or delay the development of type 2 diabetes through lifestyle modifications such as participation in the National Diabetes Prevention Program (DPP), thereby mitigating the medical and economic burdens associated with diabetes. A cohort analysis of a commercially insured population was conducted using individual-level claims data from Truven Health MarketScan® Lab Database to identify adults with prediabetes, track whether they develop diabetes, and compare medical expenditures for those who are newly diagnosed with diabetes to those who are not. This study then illustrates how reducing the risk of developing diabetes by participation in an evidence-based lifestyle change program could yield both positive net savings on medical care expenditures and return on investment (ROI). Annual expenditures are found to be nearly one third higher for those who develop diabetes in subsequent years relative to those who do not transition from prediabetes to diabetes, with an average difference of $2671 per year. At that cost differential, the 3-year ROI for a National DPP is estimated to be as high as 42%. The results show the importance and economic benefits of participation in lifestyle intervention programs to prevent or delay the onset of type 2 diabetes.
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Affiliation(s)
- Tamkeen Khan
- American Medical Association , Chicago, Illinois
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Ritchey M, Tsipas S, Loustalot F, Wozniak G. Use of Pharmacy Sales Data to Assess Changes in Prescription- and Payment-Related Factors that Promote Adherence to Medications Commonly Used to Treat Hypertension, 2009 and 2014. PLoS One 2016; 11:e0159366. [PMID: 27428008 PMCID: PMC4948830 DOI: 10.1371/journal.pone.0159366] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2015] [Accepted: 07/03/2016] [Indexed: 11/18/2022] Open
Abstract
BACKGROUND Effective hypertension management often necessitates patients' adherence to the blood pressure (BP)-lowering medication regimen they are prescribed. Patients' adherence to that regimen can be affected by prescription- and payment-related factors that are typically controlled by prescribers, filling pharmacies, pharmacy benefit managers, and/or patients' health insurance plans. This study describes patterns and changes from 2009 to 2014 in factors that the literature reports are associated with increased adherence to BP-lowering medication. METHODS AND FINDINGS We use a robust source of United States prescription sales data-IMS Health's National Prescription Audit-to describe BP-lowering medication fill counts and spending in 2009 compared with 2014. Moreover, we describe patterns and changes in adherence-promoting factors across age groups, payment sources, and medication classes. From 2009 to 2014, the BP-lowering medication prescription fill count increased from 613.7 million to 653.0 million. Encouraging changes in adherence-promoting factors included: the share of generic fills increased from 82.5% to 95.0%; average days' supply per fill increased from 45.9 to 51.8 days; and average total (patient contribution) spending per years' supply decreased from $359 ($54) to $311 ($37). Possibly undesirable changes included: the percentage of fills for fixed-dose combinations decreased from 17.1% to 14.2% and acquired via mail order decreased from 10.7% to 8.2%. In 2014: 653.0 million fills occurred accounting for $28.81B in spending; adults aged 45-64 years had the highest percentage of fixed-dose combinations fills (16.9%); and fills with Medicaid as the payment source had the lowest average patient spending per fill ($1.19). CONCLUSIONS We identified both encouraging and possibly undesirable patterns and changes from 2009 to 2014 in factors that promote adherence to BP-lowering medications during this period. Continued tracking of these metrics using pharmacy sales data can help identify areas that can be addressed by clinical and policy interventions to improve adherence for medications commonly used to treat hypertension.
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Affiliation(s)
- Matthew Ritchey
- Division for Heart Disease and Stroke Prevention, National Center for Chronic Disease Prevention and Health Promotion, Centers for Disease Control and Prevention, Atlanta, Georgia, United States of America
- * E-mail:
| | - Stavros Tsipas
- Health Outcomes Group, American Medical Association, Chicago, Illinois, United States of America
| | - Fleetwood Loustalot
- Division for Heart Disease and Stroke Prevention, National Center for Chronic Disease Prevention and Health Promotion, Centers for Disease Control and Prevention, Atlanta, Georgia, United States of America
| | - Gregory Wozniak
- Health Outcomes Group, American Medical Association, Chicago, Illinois, United States of America
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George E, Tsipas S, Wozniak G, Rubin DA, Seidenwurm DJ, Raghavan K, Golden W, Tallant C, Bhargavan-Chatfield M, Burleson J, Rybicki FJ. MRI of the Knee and Shoulder Performed Before Radiography. J Am Coll Radiol 2014; 11:1053-8. [DOI: 10.1016/j.jacr.2014.05.014] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2014] [Accepted: 05/14/2014] [Indexed: 11/28/2022]
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