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Goldberg ZN, Shah YB, Harness ED, Nash DB. The Social Determinants of Health Industry: Two Years On. INTERNATIONAL JOURNAL OF SOCIAL DETERMINANTS OF HEALTH AND HEALTH SERVICES 2024:27551938241257041. [PMID: 38807499 DOI: 10.1177/27551938241257041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2024]
Abstract
Social determinants of health (SDOH) have been insufficiently addressed by payers and providers despite increased prioritization at the national level. This led to the development of a separate, for-profit "SDOH industry" found to have a valuation of $18.5 billion (all dollar amounts in U.S. dollars) with $2.4 billion in funding as of July 2021. The purpose of this article is to determine the growth of the industry from 2021 to 2023 and provide a multifaceted explanation for this development. The authors conducted an analysis of 57 SDOH industry companies using a third-party market research platform. Over the previous two-year period, 10 out of 57 (18%) companies were acquired, and the industry gained an additional $1.1 billion (46% increase) in funding and $13.7 billion (74% increase) in valuation. The authors propose four contributing factors to explain the nature of this industry's evolution. They include developments in national health care policy favoring SDOH, standardization of SDOH information as actionable claims data, multi-source investment in SDOH, and improved methods of industry intervention measurement. These trends appear likely to continue, requiring additional scrutiny by all relevant stakeholders to ensure maximum improvement of rampant SDOH disparities that impact millions of individuals daily.
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Affiliation(s)
- Zachary N Goldberg
- Thomas Jefferson University, College of Population Health, Philadelphia, PA, USA
| | - Yash B Shah
- Thomas Jefferson University, College of Population Health, Philadelphia, PA, USA
| | - Erika D Harness
- Thomas Jefferson University, College of Population Health, Philadelphia, PA, USA
| | - David B Nash
- Thomas Jefferson University, College of Population Health, Philadelphia, PA, USA
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Marshall SA, Siebenmorgen LE, Youngen K, Borders T, Zaller N. Primary Care Providers' Experiences Treating Opioid Use Disorder Using Telehealth in the Height of the COVID-19 Pandemic. J Prim Care Community Health 2024; 15:21501319241246359. [PMID: 38600789 PMCID: PMC11008087 DOI: 10.1177/21501319241246359] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Revised: 02/29/2024] [Accepted: 03/18/2024] [Indexed: 04/12/2024] Open
Abstract
BACKGROUND The COVID-19 pandemic catalyzed a rapid shift in healthcare delivery towards telehealth services, impacting patient care, including opioid use disorder (OUD) treatment. Regulatory changes eliminated the in-person evaluation requirement for buprenorphine treatment, encouraging adoption of telehealth. This study focused on understanding experiences of primary care providers in predominantly rural areas who used telehealth for OUD treatment during the pandemic. METHODS Semi-structured interviews were conducted with 22 primary care providers. Participants practiced in 13 rural and 9 urban counties in Kentucky and Arkansas. Data were analyzed using conventional content analysis. RESULTS The pandemic significantly impacted healthcare delivery. While telehealth was integrated for behavioral health counseling, in-person visits remained crucial, especially for urine drug screenings. Telehealth experiences varied, with some facing technology issues, while others found it efficient. Telehealth proved valuable for behavioral health counseling and sustaining relationships with established patients. Patients with OUD faced unique challenges, including housing, internet, transportation, and counseling needs. Stigma surrounding OUD affected clinical relationships. Building strong patient-provider relationships emerged as a central theme, emphasizing the value of face-to-face interactions. Regarding buprenorphine training, most found waiver training helpful but lacked formal education. CONCLUSION This research offers vital guidance for improving OUD treatment services, especially in rural areas during crises like the COVID-19 pandemic. It highlights telehealth's value as a tool while acknowledging its limitations. The study underscores the significance of strong patient-provider relationships, the importance of reducing stigma, and the potential for training programs to elevate quality of care in OUD treatment.
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Affiliation(s)
| | | | | | | | - Nickolas Zaller
- University of Arkansas for Medical Sciences, Little Rock, AR, USA
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Mitchell AW, Sparks JR, Beyl RA, Altazan AD, Barlow SA, Redman LM. Access, Interest, and Barriers to Incorporation of Birth Doula Care in the United States. J Perinat Educ 2023; 32:181-193. [PMID: 37974666 PMCID: PMC10637313 DOI: 10.1891/jpe-2022-0027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Accepted: 02/06/2023] [Indexed: 11/19/2023] Open
Abstract
Doula care improves maternal care, yet barriers exist to incorporating doula care. The purpose of this study was to evaluate interest and barriers to doula care. Overall, 508 women, 26-35 years of age (54.5%), White/Caucasian (89.8%), and married (88.6%), completed this study. Most reported ≥1 previous birth (97.6%). Respondents would "feel comfortable" (73.2%) and "more confident" (54.9%) with doula care at birth, and 57.9% reported their provider would be supportive of doula care. Only 39.0% expressed benefits to doula care during pregnancy compared to 72.6% at birth and 68.1% during postpartum. Most would hire a doula if health insurance covered some of the costs. Despite the recognized benefits and support of doula care, cost-associated barriers exist to the incorporation of doula care.
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Affiliation(s)
| | | | | | | | | | - Leanne M. Redman
- Correspondence regarding this article should be directed to Leanne M. Redman, PhD. E-mail:
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Doll J, Malloy J, Gonzales R. Social determinants of health: critical consciousness as the core to collective impact. Front Res Metr Anal 2023; 8:1141051. [PMID: 37822975 PMCID: PMC10562696 DOI: 10.3389/frma.2023.1141051] [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: 01/09/2023] [Accepted: 09/08/2023] [Indexed: 10/13/2023] Open
Abstract
Social determinants of health have become widely recognized as important to overall health. Many areas of social determinants of health are growing from policy to reimbursement to the connecting of health and social care. The efforts around social determinants of health require reflection and awareness of structural issues. The work of Paulo Freire in critical consciousness provides guidance for how to engage in social determinants of health efforts. This manuscript offers a summary of the social determinants of health under the guidance of critical consciousness to build skills and interactions to promote social care to build toward health equity.
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Affiliation(s)
- Joy Doll
- Health Informatics, Creighton University, Omaha, NE, United States
| | - Julie Malloy
- American Occupational Therapy Association, Bethesda, MD, United States
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Hartzler AL, Xie SJ, Wedgeworth P, Spice C, Lybarger K, Wood BR, Duber HC, Hsieh G, Singh AP. Integrating patient voices into the extraction of social determinants of health from clinical notes: ethical considerations and recommendations. J Am Med Inform Assoc 2023; 30:1456-1462. [PMID: 36944091 PMCID: PMC10354781 DOI: 10.1093/jamia/ocad043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2022] [Revised: 02/13/2023] [Accepted: 03/09/2023] [Indexed: 03/23/2023] Open
Abstract
Identifying patients' social needs is a first critical step to address social determinants of health (SDoH)-the conditions in which people live, learn, work, and play that affect health. Addressing SDoH can improve health outcomes, population health, and health equity. Emerging SDoH reporting requirements call for health systems to implement efficient ways to identify and act on patients' social needs. Automatic extraction of SDoH from clinical notes within the electronic health record through natural language processing offers a promising approach. However, such automated SDoH systems could have unintended consequences for patients, related to stigma, privacy, confidentiality, and mistrust. Using Floridi et al's "AI4People" framework, we describe ethical considerations for system design and implementation that call attention to patient autonomy, beneficence, nonmaleficence, justice, and explicability. Based on our engagement of clinical and community champions in health equity work at University of Washington Medicine, we offer recommendations for integrating patient voices and needs into automated SDoH systems.
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Affiliation(s)
- Andrea L Hartzler
- Biomedical Informatics and Medical Education, University of Washington, Seattle, Washington, USA
| | - Serena Jinchen Xie
- Biomedical Informatics and Medical Education, University of Washington, Seattle, Washington, USA
| | - Patrick Wedgeworth
- Biomedical Informatics and Medical Education, University of Washington, Seattle, Washington, USA
| | - Carolin Spice
- Biomedical Informatics and Medical Education, University of Washington, Seattle, Washington, USA
| | - Kevin Lybarger
- Department of Information Sciences and Technology, George Mason University, Fairfax, Virginia, USA
| | - Brian R Wood
- Department of Medicine, University of Washington, Seattle, Washington, USA
| | - Herbert C Duber
- Department of Health, Washington State, Olympia, Washington, USA
- Department of Emergency Medicine, University of Washington, Seattle, Washington, USA
| | - Gary Hsieh
- Human Centered Design and Engineering, University of Washington, Seattle, Washington, USA
| | - Angad P Singh
- Biomedical Informatics and Medical Education, University of Washington, Seattle, Washington, USA
- Department of Family Medicine, University of Washington, Seattle, Washington, USA
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Meltzer KK, Rhodes CM, Morgan AU, Lautenbach GL, Shea JA, Balasta MA. Insights Into Patients' Perceptions of Health-Related Social Needs and the Role of the Adult Primary Care Clinic. J Prim Care Community Health 2023; 14:21501319231184380. [PMID: 37381821 PMCID: PMC10333991 DOI: 10.1177/21501319231184380] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2023] [Revised: 06/08/2023] [Accepted: 06/09/2023] [Indexed: 06/30/2023] Open
Abstract
INTRODUCTION/OBJECTIVES While it is well established that unmet healthrelated social needs (HRSN) adversely affect health outcomes, there has been limited evaluation in adult primary care of patients' perceptions of how these needs impact their health and the role of the primary care provider (PCP). The objective of this study is to identify patients' perceptions of HRSN and how PCPs could help address them. Secondary objectives include exploring the impact of goal setting and a 1-time cash transfer (CT). METHODS This qualitative study used semi-structured baseline and follow-up interviews with patients in internal medicine clinics. Adult primary care patients were included if they screened positive as having 1 of 3 HRSN: financial resource strain, transportation needs, or food insecurity. All participants completed an initial interview about their HRSN and health, and were asked to set a 6-month health goal. At enrollment, participants were randomized to receive a $500 CT or a $50 participation reward. At 6-months, patients were interviewed again to investigate progress toward meeting their health goals, [when applicable] how the CT helped, and their beliefs about the role of PCPs in addressing HRSN. RESULTS We completed 30 initial and 25 follow-up interviews. Participants identified their HRSN, however most did not readily connect identified needs to health. Although participants were receptive to HRSN screening, they did not feel it was their PCP's responsibility to address these needs. Verbal goal-setting appeared to be a useful tool, and while the CTs were appreciated, patients often found them inadequate to address HRSN. CONCLUSIONS Given the importance of identifying the social conditions that shape patients' health, providers, and health systems have an opportunity to re-evaluate their role in helping patients address these barriers. Future studies could examine the effect of more frequent disbursement of CTs over time.
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Affiliation(s)
- Kerry K. Meltzer
- National Clinician Scholars Program,
University of Pennsylvania, Philadelphia, PA, USA
- Crescenz Veterans Affairs Medical
Center, Philadelphia, PA, USA
- Leonard Davis Institute of Health
Economics, University of Pennsylvania, Philadelphia, PA, USA
| | - Corinne M. Rhodes
- Division of General Internal Medicine,
Department of Medicine, Perelman School of Medicine, University of Pennsylvania,
Philadelphia, PA, USA
| | - Anna U. Morgan
- Leonard Davis Institute of Health
Economics, University of Pennsylvania, Philadelphia, PA, USA
- Division of General Internal Medicine,
Department of Medicine, Perelman School of Medicine, University of Pennsylvania,
Philadelphia, PA, USA
| | - Gillian L. Lautenbach
- Division of General Internal Medicine,
Department of Medicine, Perelman School of Medicine, University of Pennsylvania,
Philadelphia, PA, USA
| | - Judy A. Shea
- Division of General Internal Medicine,
Department of Medicine, Perelman School of Medicine, University of Pennsylvania,
Philadelphia, PA, USA
| | - Marguerite A. Balasta
- Division of General Internal Medicine,
Department of Medicine, Perelman School of Medicine, University of Pennsylvania,
Philadelphia, PA, USA
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Gupta K, Al Rifai M, Hussain A, Minhas AMK, Patel J, Kalra D, Samad Z, Virani SS. South Asian ethnicity: What can we do to make this risk enhancer a risk equivalent? Prog Cardiovasc Dis 2022; 75:21-32. [PMID: 36279943 DOI: 10.1016/j.pcad.2022.10.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/12/2022] [Accepted: 10/12/2022] [Indexed: 11/06/2022]
Abstract
South Asians account for around 25% of the global population and are the fastest-growing ethnicity in the US. This population has an increasing burden of atherosclerotic cardiovascular disease (ASCVD) which is also seen in the diaspora. Current risk prediction equations underestimate this risk and consider the South Asian ethnicity as a risk-enhancer among those with borderline-intermediate risk. In this review, we discuss why the South Asian population is at a higher risk of ASCVD and strategies to mitigate this increased risk.
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Affiliation(s)
- Kartik Gupta
- Department of Medicine, Henry Ford Hospital, Detroit, MI, USA
| | - Mahmoud Al Rifai
- Section of Cardiology and Cardiovascular Research, Department of Medicine, Baylor College of Medicine, Houston, TX, USA
| | - Aliza Hussain
- Section of Cardiology and Cardiovascular Research, Department of Medicine, Baylor College of Medicine, Houston, TX, USA
| | | | - Jaideep Patel
- Pauley Heart Center, Division of Cardiology, Virginia Commonwealth University Medical Center, Richmond, VA, USA; Johns Hopkins Ciccarone Center for the Prevention of Cardiovascular Disease, Baltimore, MD, USA
| | - Dinesh Kalra
- Rudd Heart & Lung Center, University of Louisville School of Medicine, Louisville, KY, USA
| | - Zainab Samad
- Department of Medicine, Aga Khan University, Karachi, Pakistan
| | - Salim S Virani
- Section of Cardiology and Cardiovascular Research, Department of Medicine, Baylor College of Medicine, Houston, TX, USA; Health Policy, Quality & Informatics Program, Health Services Research and Development Center for Innovations in Quality, Effectiveness, and Safety (IQuESt), Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, USA; Section of Cardiology, Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, USA.
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Emeny RT, Zhang K, Goodman D, Dev A, Lewinson T, Wolff K, Kerrigan CL, Kraft S. Inclusion of Social and Structural Determinants of Health to Advance Understanding of their Influence on the Biology of Chronic Disease. Curr Protoc 2022; 2:e556. [PMID: 36200800 DOI: 10.1002/cpz1.556] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
Social Determinants of Health (SDOH) consider social, political, and economic factors that contribute to health disparities in patients and populations. The most common health-related SDOH exposures are food and housing insecurity, financial instability, transportation needs, low levels of education, and psychosocial stress. These domains describe risks that can impact health outcomes more than health care. Epidemiologic and translational research demonstrates that SDOH factors represent exposures that predict harm and impact the health of individuals. International and national guidelines urge health professionals to address SDOH in clinical practice and public health. The further implementation of these recommendations into basic and translational research, however, is lagging. Herein, we consider a precision health framework to describe how SDOH contributes to the exposome and exacerbates physiologic pathways that lead to chronic disease. SDOH factors are associated with various forms of stressors that impact physiological processes through epigenetic, inflammatory, and redox regulation. Many SDOH exposures may add to or potentiate the pathologic effects of additional environmental exposures. This overview aims to inform basic life science and translational researchers about SDOH exposures that can confound associations between classic biomedical determinants of disease and health outcomes. To advance the study of toxicology through either qualitative or quantitative assessment of exposures to chemical and biological substances, a more complete environmental evaluation should include SDOH exposures. We discuss common approaches to measure SDOH factors at individual and population levels and review the associations between SDOH risk factors and physiologic mechanisms that influence chronic disease. We provide clinical and policy-based motivation to encourage researchers to consider the impact of SDOH exposures on study results and data interpretation. With valid measures of SDOH factors incorporated into study design and analyses, future toxicological research may contribute to an evidence base that can better inform prevention and treatment options, to improve equitable clinical care and population health. © 2022 Wiley Periodicals LLC.
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Affiliation(s)
- Rebecca T Emeny
- Department of Internal Medicine, Division of Molecular Medicine, University of New Mexico, Albuquerque, New Mexico
| | - Kai Zhang
- Department of Environmental Health Sciences, School of Public Health, University at Albany, State University of New York, Rensselaer, New York
| | - Daisy Goodman
- Department of Obstetrics and Gynecology, Dartmouth-Hitchcock Medical Center, Lebanon, New Hampshire
| | - Alka Dev
- The Dartmouth Institute of Health Policy and Clinical Practice, Geisel School of Medicine at Dartmouth, Hanover, New Hampshire
| | - Terri Lewinson
- The Dartmouth Institute of Health Policy and Clinical Practice, Geisel School of Medicine at Dartmouth, Hanover, New Hampshire
| | - Kristina Wolff
- The Dartmouth Institute of Health Policy and Clinical Practice, Geisel School of Medicine at Dartmouth, Hanover, New Hampshire
| | - Carolyn L Kerrigan
- Medical Director, Patient Reported Outcomes, Dartmouth-Hitchcock, Professor of Surgery, Active Emerita, Geisel School of Medicine, Dartmouth College, Hanover, New Hampshire
| | - Sally Kraft
- Vice President of Population Health, Dartmouth Health, Lebanon, New Hampshire
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Canterberry M, Figueroa JF, Long CL, Hagan AS, Gondi S, Bowe A, Franklin SM, Renda A, Shrank WH, Powers BW. Association Between Self-reported Health-Related Social Needs and Acute Care Utilization Among Older Adults Enrolled in Medicare Advantage. JAMA HEALTH FORUM 2022; 3:e221874. [PMID: 35977222 PMCID: PMC9270697 DOI: 10.1001/jamahealthforum.2022.1874] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Accepted: 05/08/2022] [Indexed: 12/31/2022] Open
Abstract
Question To what extent are self-reported health-related social needs (HRSNs) associated with acute care utilization among older adults enrolled in Medicare Advantage, and are there specific HRSNs that seem to matter more? Findings In this cross-sectional study of 56 155 older adults enrolled in Medicare Advantage, HRSNs were associated with statistically significantly higher rates of acute care utilization, with the largest association observed for avoidable hospital stays (53.3% increase). Unreliable transportation had the largest association with hospital stays and emergency department visits (marginal effects of 51.2 and 95.5 events per 1000 beneficiaries, respectively). Meaning Among older adults enrolled in Medicare Advantage, self-reported HRSNs are associated with increased rates of acute care utilization. Importance There is increased focus on identifying and addressing health-related social needs (HRSNs). Understanding how different HRSNs relate to different health outcomes can inform targeted, evidence-based policies, investments, and innovations to address HRSNs. Objective To examine the association between self-reported HRSNs and acute care utilization among older adults enrolled in Medicare Advantage. Design, Setting, and Participants This cross-sectional study used data from a large, national survey of Medicare Advantage beneficiaries to identify the presence of HRSNs. Survey data were linked to medical claims, and regression models were used to estimate the association between HRSNs and rates of acute care utilization from January 1, 2019, through December 31, 2019. Exposures Self-reported HRSNs, including food insecurity, financial strain, loneliness, unreliable transportation, utility insecurity, housing insecurity, and poor housing quality. Main Outcomes and Measures All-cause hospital stays (inpatient admissions and observation stays), avoidable hospital stays, all-cause emergency department (ED) visits, avoidable ED visits, and 30-day readmissions. Results Among a final study population of 56 155 Medicare Advantage beneficiaries (mean [SD] age, 74.0 [5.8] years; 32 779 [58.4%] women; 44 278 [78.8%] White; and 7634 [13.6%] dual eligible for Medicaid), 27 676 (49.3%) reported 1 or more HRSNs. Health-related social needs were associated with statistically significantly higher rates of all utilization measures, with the largest association observed for avoidable hospital stays (incident rate ratio for any HRSN, 1.53; 95% CI, 1.35-1.74; P < .001). Compared with beneficiaries without HRSNs, beneficiaries with an HRSN had a 53.3% higher rate of avoidable hospitalization (incident rate ratio, 1.53; 95% CI, 1.35-1.74; P < .001). Financial strain and unreliable transportation were each independently associated with increased rates of hospital stays (marginal effects of 26.5 [95% CI, 14.2-38.9] and 51.2 [95% CI, 30.7-71.8] hospital stays per 1000 beneficiaries, respectively). All HRSNs, except for utility insecurity, were independently associated with increased rates of ED visits. Unreliable transportation had the largest association with increased hospital stays and ED visits, with marginal effects of 51.2 (95% CI, 30.7-71.8) and 95.5 (95% CI, 65.3-125.8) ED visits per 1000 beneficiaries, respectively. Only unreliable transportation and financial strain were associated with increased rates of 30-day readmissions, with marginal effects of 3.3% (95% CI, 2.0%-4.0%) and 0.4% (95% CI, 0.2%-0.6%), respectively. Conclusions and Relevance In this cross-sectional study of older adults enrolled in Medicare Advantage, self-reported HRSNs were common and associated with statistically significantly increased rates of acute care utilization, with variation in which HRSNs were associated with different utilization measures. These findings provide evidence of the unique association between certain HRSNs and different types of acute care utilization, which could help refine the development and targeting of efforts to address HRSNs.
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Affiliation(s)
| | - Jose F. Figueroa
- Harvard T.H. Chan School of Public Health, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| | | | | | - Suhas Gondi
- Harvard Medical School, Boston, Massachusetts
| | - Andy Bowe
- Humana Healthcare Research, Louisville, Kentucky
| | | | | | | | - Brian W. Powers
- Humana Inc, Louisville, Kentucky
- Tufts University School of Medicine, Boston, Massachusetts
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