Using social risks to predict unplanned hospital readmission and emergency care among hospitalized Veterans.

Veterans area deprivation index emergency department use food insecurity hospital readmission housing insecurity social determinants of health social isolation social risk factors

Journal

Health services research
ISSN: 1475-6773
Titre abrégé: Health Serv Res
Pays: United States
ID NLM: 0053006

Informations de publication

Date de publication:
07 Jul 2024
Historique:
medline: 8 7 2024
pubmed: 8 7 2024
entrez: 7 7 2024
Statut: aheadofprint

Résumé

(1) To estimate the association of social risk factors with unplanned readmission and emergency care after a hospital stay. (2) To create a social risk scoring index. We analyzed administrative data from the Department of Veterans Affairs (VA) Corporate Data Warehouse. Settings were VA medical centers that participated in a national social work staffing program. We grouped socially relevant diagnoses, screenings, assessments, and procedure codes into nine social risk domains. We used logistic regression to examine the extent to which domains predicted unplanned hospital readmission and emergency department (ED) use in 30 days after hospital discharge. Covariates were age, sex, and medical readmission risk score. We used model estimates to create a percentile score signaling Veterans' health-related social risk. We included 156,690 Veterans' admissions to a VA hospital with discharged to home from 1 October, 2016 to 30 September, 2022. The 30-day rate of unplanned readmission was 0.074 and of ED use was 0.240. After adjustment, the social risks with greatest probability of readmission were food insecurity (adjusted probability = 0.091 [95% confidence interval: 0.082, 0.101]), legal need (0.090 [0.079, 0.102]), and neighborhood deprivation (0.081 [0.081, 0.108]); versus no social risk (0.052). The greatest adjusted probabilities of ED use were among those who had experienced food insecurity (adjusted probability 0.28 [0.26, 0.30]), legal problems (0.28 [0.26, 0.30]), and violence (0.27 [0.25, 0.29]), versus no social risk (0.21). Veterans with social risk scores in the 95th percentile had greater rates of unplanned care than those with 95th percentile Care Assessment Needs score, a clinical prediction tool used in the VA. Veterans with social risks may need specialized interventions and targeted resources after a hospital stay. We propose a scoring method to rate social risk for use in clinical practice and future research.

Identifiants

pubmed: 38972911
doi: 10.1111/1475-6773.14353
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Subventions

Organisme : U.S. Department of Veterans Affairs
ID : CDA 12-227
Organisme : U.S. Department of Veterans Affairs
ID : CDA 20-037
Organisme : U.S. Department of Veterans Affairs
ID : PEC-018

Informations de copyright

© 2024 The Author(s). Health Services Research published by Wiley Periodicals LLC on behalf of Health Research and Educational Trust. This article has been contributed to by U.S. Government employees and their work is in the public domain in the USA.

Références

Carey K, Stefos T. The cost of hospital readmissions: evidence from the VA. Health Care Manag Sci. 2016;19(3):241‐248.
Kripalani S, Jackson AT, Schnipper JL, Coleman EA. Promoting effective transitions of care at hospital discharge: a review of key issues for hospitalists. J Hosp Med. 2007;2(5):314‐323. doi:10.1002/jhm.228
Ford BK, Ingersoll‐Dayton B, Burgio K. Care transition experiences of older veterans and their caregivers. Health Soc Work. 2016;41(2):129‐138.
Davis CI, Montgomery AE, Dichter ME, Taylor LD, Blosnich JR. Social determinants and emergency department utilization: findings from the veterans health administration. Am J Emerg Med. 2020;38(9):1904‐1909.
Nagasako EM, Reidhead M, Waterman B, Claiborne DW. Adding socioeconomic data to hospital readmissions calculations may produce more useful results. Health Aff (Millwood). 2014;33(5):786‐791.
Kind AJ, Jencks S, Brock J, et al. Neighborhood socioeconomic disadvantage and 30‐day rehospitalization: a retrospective cohort study. Ann Intern Med. 2014;161(11):765‐774.
Hu J, Kind AJ, Nerenz D. Area deprivation index predicts readmission risk at an urban teaching hospital. Am J Med Qual. 2018;33(5):493‐501.
Joynt Maddox KE, Reidhead M, Hu J, et al. Adjusting for social risk factors impacts performance and penalties in the hospital readmissions reduction program. Health Serv Res. 2019;54(2):327‐336. doi:10.1111/1475‐6773.13133
Park HS, White RS, Ma X, Lui B, Pryor KO. Social determinants of health and their impact on postcolectomy surgery readmissions: a multistate analysis, 2009–2014. J Comp Eff Res. 2019;8(16):1365‐1379.
Greene L, Maciejewski ML, Grubber J, Smith VA, Blalock DV, Zulman DM. Association between patient‐reported social, behavioral, and health factors and emergency department visits in high‐risk VA patients. Health Serv Res. 2023;58(2):383‐391. doi:10.1111/1475‐6773.14094
Blalock DV, Maciejewski ML, Zulman DM, et al. Subgroups of high‐risk Veterans Affairs patients based on social determinants of health predict risk of future hospitalization. Med Care. 2021;59(5):410‐417.
Hatef E, Searle KM, Predmore Z, et al. The impact of social determinants of health on hospitalization in the Veterans Health Administration. Am J Prev Med. 2019;56(6):811‐818.
Zulman DM, Maciejewski ML, Grubber JM, et al. Patient‐reported social and behavioral determinants of health and estimated risk of hospitalization in high‐risk Veterans Affairs patients. JAMA Netw Open. 2020;3(10):e2021457. doi:10.1001/jamanetworkopen.2020.21457
Carter J, Ward C, Thorndike A, Donelan K, Wexler DJ. Social factors and patient perceptions associated with preventable hospital readmissions. J Patient Exp. 2020;7(1):19‐26.
Chen M, Tan X, Padman R. Social determinants of health in electronic health records and their impact on analysis and risk prediction: a systematic review. J Am Med Inform Assoc. 2020;27(11):1764‐1773.
Meddings J, Reichert H, Smith SN, et al. The impact of disability and social determinants of health on condition‐specific readmissions beyond Medicare risk adjustments: a cohort study. J Gen Intern Med. 2017;32(1):71‐80.
Obuobi S, Chua RFM, Besser SA, Tabit CE. Social determinants of health and hospital readmissions: can the HOSPITAL risk score be improved by the inclusion of social factors? BMC Health Serv Res. 2021;21(1):5. doi:10.1186/s12913‐020‐05989‐7
Graham LA, Hawn MT, Dasinger EA, et al. Psychosocial determinants of readmission after surgery. Med Care. 2021;59(10):864‐871. doi:10.1097/mlr.0000000000001600
Solar O, Irwin A. A Conceptual Framework for Action on the Social Determinants of Health. WHO; 2010.
Alderwick H, Gottlieb LM. Meanings and misunderstandings: a social determinants of health lexicon for health care systems. Milbank Q. 2019;97(2):407‐419.
Stubbs A, Szoeke C. The effect of intimate partner violence on the physical health and health‐related behaviors of women: a systematic review of the literature. Trauma Violence Abuse. 2022;23(4):1157‐1172. doi:10.1177/1524838020985541
White‐Williams C, Rossi LP, Bittner VA, et al. Addressing social determinants of health in the care of patients with heart failure: a scientific statement from the American Heart Association. Circulation. 2020;141(22):e841‐e863. doi:10.1161/CIR.0000000000000767
Shirey TE, Hu Y, Ko Y‐A, et al. Relation of neighborhood disadvantage to heart failure symptoms and hospitalizations. Am J Cardiol. 2021;140:83‐90. doi:10.1016/j.amjcard.2020.10.057
Nakagomi A, Yasufuku Y, Ueno T, Kondo K. Social determinants of hypertension in high‐income countries: a narrative literature review and future directions. Hypertension Res. 2022;45(10):1575‐1581.
Lloyd M, Amos ME, Milfred‐Laforest S, et al. Residing in a food desert and adverse cardiovascular events in US veterans with established cardiovascular disease. Am J Cardiol. 2023;196:70‐76. doi:10.1016/j.amjcard.2023.03.010
Figueroa JF, Frakt AB, Jha AK. Addressing social determinants of health: time for a polysocial risk score. J Am Med Assoc. 2020;323(16):1553‐1554. doi:10.1001/jama.2020.2436
Cornell PY, Hua CL, Halladay CW, et al. Benefits and challenges in the use of RE‐AIM for evaluation of a national social work staffing program in the Veterans Health Administration. Front Health Serv Res. 2023;3:1225829.
Fihn SD, Francis J, Clancy C, et al. Insights from advanced analytics at the Veterans Health Administration. Health Affairs. 2014;33(7):1203‐1211.
Kind AJ, Buckingham WR. Making neighborhood‐disadvantage metrics accessible—the neighborhood atlas. N Engl J Med. 2018;378(26):2456‐2458.
Barrett M, Raetzman S, Andrews R. Overview of key readmission measures and methods. 2012. HCUP Methods Series. #2012‐04.
Elo S, Kyngäs H. The qualitative content analysis process. J Adv Nurs. 2008;62(1):107‐115.
Blosnich JR, Montgomery AE, Dichter ME, et al. Social determinants and military veterans' suicide ideation and attempt: a cross‐sectional analysis of electronic health record data. J Gen Intern Med. 2020;35(6):1759‐1767. doi:10.1007/s11606‐019‐05447‐z
Blosnich JR, Montgomery AE, Taylor LD, Dichter ME. Adverse social factors and all‐cause mortality among male and female patients receiving care in the veterans health administration. Prev Med. 2020;141:106272. doi:10.1016/j.ypmed.2020.106272
Social Needs Screening Tool Comparison Table. Accessed August 1, 2023. https://sirenetwork.ucsf.edu/tools-resources/resources/screening-tools-comparison
Billioux A, Verlander K, Anthony S, Alley D. Standardized screening for health‐related social needs in clinical settings: the accountable health communities screening tool. NAM Perspect. 2017;7:1‐9.
ICD‐10‐CM Official Guidelines for Coding and Reporting FY2023. 2023. https://www.cms.gov/files/document/fy‐2023‐icd‐10‐cm‐coding‐guidelines‐updated‐01/11/2023.pdf
Russell LE, Cohen AJ, Chrzas S, et al. Implementing a social needs screening and referral program among veterans: Assessing Circumstances & Offering Resources for Needs (ACORN). J Gen Intern Med. 2023;38(13):2906‐2913. doi:10.1007/s11606‐023‐08181‐9
Malla A, Joober R, Garcia A. “Mental illness is like any other medical illness”: a critical examination of the statement and its impact on patient care and society. J Psychiatry Neurosci. 2015;40(3):147‐150. doi:10.1503/jpn.150099
Truong HP, Luke AA, Hammond G, Wadhera RK, Reidhead M, Maddox KEJ. Utilization of social determinants of health ICD‐10 Z‐codes among hospitalized patients in the United States, 2016‐2017. Med Care. 2020;58(12):1037‐1043.
Donze J, Aujesky D, Williams D, Schnipper JL. Potentially avoidable 30‐day hospital readmissions in medical patients: derivation and validation of a prediction model. JAMA Intern Med. 2013;173(8):632‐638. doi:10.1001/jamainternmed.2013.3023
Flanagin A, Frey T, Christiansen SL, Committee AMAMoS. Updated guidance on the reporting of race and ethnicity in medical and science journals. JAMA. 2021;326(7):621‐627. doi:10.1001/jama.2021.13304
Mor M. Assesing race and ethnicity in VA data. Paper presented at: Database and methods cyberseminar series. 2018. Accessed February 21, 2024. https://www.hsrd.research.va.gov/for_researchers/cyber_seminars/archives/2410-notes.pdf
Cohen J. Statistical Power Analysis for the Behavioral Sciences. Routledge; 2013.
Norton EC, Dowd BE, Maciejewski ML. Marginal effects—quantifying the effect of changes in risk factors in logistic regression models. JAMA. 2019;321(13):1304‐1305.
Mehta HB, Mehta V, Girman CJ, Adhikari D, Johnson ML. Regression coefficient‐based scoring system should be used to assign weights to the risk index. J Clin Epidemiol. 2016;79:22‐28. doi:10.1016/j.jclinepi.2016.03.031
Cornell PY, Halladay CW, Ader J, et al. Embedding social workers in Veterans Health Administration primary care teams reduces emergency department visits. Health Aff (Millwood). 2020;39(4):603‐612. doi:10.1377/hlthaff.2019.01589
Greenstone CL, Peppiatt J, Cunningham K, et al. Standardizing care coordination within the Department of Veterans Affairs. J Gen Intern Med. 2019;34(1):4‐6. doi:10.1007/s11606‐019‐04997‐6
Kushel MB, Gupta R, Gee L, Haas JS. Housing instability and food insecurity as barriers to health care among low‐income americans. J Gen Intern Med. 2006;21(1):71‐77. doi:10.1111/j.1525‐1497.2005.00278.x
Dean EB, French MT, Mortensen K. Food insecurity, health care utilization, and health care expenditures. Health Serv Res. 2020;55(S2):883‐893. doi:10.1111/1475‐6773.13283
Berkowitz SA, Seligman HK, Meigs JB, Basu S. Food insecurity, healthcare utilization, and high cost: a longitudinal cohort study. Am J Manag Care. 2018;24(9):399‐404.
Elbogen EB, Graziano RC, LaRue G, et al. Food insecurity and suicidal ideation: results from a national longitudinal study of military veterans. Arch Suicide Res. 2023;28:1‐16.
Cohen AJ, Dosa DM, Rudolph JL, Halladay CW, Heisler M, Thomas KS. Risk factors for veteran food insecurity: findings from a National US Department of Veterans Affairs Food Insecurity Screener. Public Health Nutr. 2022;25(4):819‐828. doi:10.1017/S1368980021004584
Szymkowiak D, Montgomery AE, Johnson EE, Manning T, O'Toole TP. Persistent super‐utilization of acute care services among subgroups of veterans experiencing homelessness. Med Care. 2017;55(10):893‐900.
O'Toole TP, Johnson EE, Borgia M, et al. Population‐tailored care for homeless veterans and acute care use, cost, and satisfaction: a prospective quasi‐experimental trial. Prev Chronic Dis. 2018;15(2):E23.
U.S. Department of Veterans Affairs. Homeless Veterans: Housing Assistance for Veterans. Accessed October 29, 2023. https://www.va.gov/homeless/housing.asp
Wray CM, Vali M, Walter LC, et al. Examining the association of social risk with heart failure readmission in the Veterans Health Administration. BMC Health Serv Res. 2021;21(1):874. doi:10.1186/s12913‐021‐06888‐1
Ghirimoldi FM, Schmidt S, Simon RC, et al. Association of Socioeconomic Area Deprivation Index with hospital readmissions after colon and rectal surgery. J Gastrointest Surg. 2020;25:795‐808. doi:10.1007/s11605‐020‐04754‐9
Johnson AE, Zhu J, Garrard W, et al. Area deprivation index and cardiac readmissions: evaluating risk‐prediction in an electronic health record. J Am Heart Assoc. 2021;10(13):e020466. doi:10.1161/JAHA.120.020466
Chang H‐Y, Hatef E, Ma X, Weiner JP, Kharrazi H. Impact of area deprivation index on the performance of claims‐based risk‐adjustment models in predicting health care costs and utilization. Popul Health Manag. 2021;24(3):403‐411.
Schultz BE, Corbett CF, Hughes RG, Bell N. Scoping review: social support impacts hospital readmission rates. J Clin Nurs. 2022;31(19‐20):2691‐2705. doi:10.1111/jocn.16143
Weeks WB, Cao SY, Lester CM, Weinstein JN, Morden NE. Use of Z‐codes to record social determinants of health among fee‐for‐service Medicare beneficiaries in 2017. J Gen Intern Med. 2020;35:952‐955.
Das RK, Galdyn IA, Perdikis G, Drolet BC, Terhune KP. National patterns in the use of International Statistical Classification of Diseases and Health Related Problems, tenth revision Z codes in ambulatory surgery from 2016 to 2019. Am J Surg. 2023;228:54‐61.
Cornell PY, Halladay CW, Montano A‐R, et al. Social work staffing and use of palliative care among recently hospitalized veterans. JAMA Network Open. 2023;6(1):e2249731.
New Requirements to Reduce Health Care Disparities. R3 Report: Requirement, Rationale, Reference. 2022. https://www.jointcommission.org/‐/media/tjc/documents/standards/r3‐reports/r3_disparities_july2022‐6‐20‐2022.pdf
Cohen AJ, Russell LE, Elwy AR, et al. Adaptation of a social risk screening and referral initiative across clinical populations, settings, and contexts in the Department of Veterans Affairs Health System. Front Health Serv. 2023;2:958969.
Cohen AJ, Rudolph JL, Thomas KS, et al. Food insecurity among veterans: resources to screen and intervene. Fed Pract. 2020;37(1):16‐23.
Blosnich JR, Dichter ME, Gurewich D, et al. Health services research and social determinants of health in the nation's largest integrated health care system: steps and leaps in the Veterans Health Administration. Mil Med. 2020;185(9‐10):e1353‐e1356. doi:10.1093/milmed/usaa067
Evans WN, Kroeger S, Munnich EL, Ortuzar G, Wagner KL. Reducing readmissions by addressing the social determinants of health. Am J Health Econ. 2021;7(1):1‐40. doi:10.1086/711725

Auteurs

Portia Y Cornell (PY)

Center of Innovation for Long Term Services and Supports, Providence VA Medical Center, Providence, Rhode Island, USA.
Centre for the Digital Transformation of Health, University of Melbourne, Melbourne, Victoria, Australia.

Cassandra L Hua (CL)

Department of Public Health, Zuckerberg College of Health Sciences, University of Massachusetts, Lowell, Massachusetts, USA.

Zachary M Buchalksi (ZM)

Center of Innovation for Long Term Services and Supports, Providence VA Medical Center, Providence, Rhode Island, USA.

Gina R Chmelka (GR)

National Social Work Program, Care Management and Social Work, Patient Care Services, Department of Veterans Affairs, Washington, DC, USA.
Tomah VA Medical Center, Tomah, Wisconsin, USA.

Alicia J Cohen (AJ)

Department of Health Services, Policy and Practice, Brown University, Providence, Rhode Island, USA.
Department of Family Medicine, Alpert Medical School of Brown University, Providence, Rhode Island, USA.

Marguerite M Daus (MM)

Rocky Mountain Regional Medical Center, Aurora, Colorado, USA.

Christopher W Halladay (CW)

Center of Innovation for Long Term Services and Supports, Providence VA Medical Center, Providence, Rhode Island, USA.

Alita Harmon (A)

National Social Work Program, Care Management and Social Work, Patient Care Services, Department of Veterans Affairs, Washington, DC, USA.
Gulf Coast Veterans Health Care System, Biloxi, Mississippi, USA.

Jennifer W Silva (JW)

National Social Work Program, Care Management and Social Work, Patient Care Services, Department of Veterans Affairs, Washington, DC, USA.

James L Rudolph (JL)

Center of Innovation for Long Term Services and Supports, Providence VA Medical Center, Providence, Rhode Island, USA.
Department of Health Services, Policy and Practice, Brown University, Providence, Rhode Island, USA.
Department of Family Medicine, Alpert Medical School of Brown University, Providence, Rhode Island, USA.

Classifications MeSH