Evidence map›Paper›PMID 41131411›Full record

ArticleJournal of general internal medicine2025

Z-Code Health-Related Social Needs and Their Association with Post-Discharge Healthcare Utilization in Older Adults with Heart Failure and COPD.

Haowen Hsu, Durdana Iqbal, Steven Feuerstein, Debanjan Paul, Robert G Wahler, Christopher J Daly, Ranjit Singh, David M Jacobs

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Article in Journal of general internal medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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5 · Who and what money

Authors and funding

8 authors.

Haowen Hsu *Department of Pharmacy Practice, School of Pharmacy and Pharmaceutical Sciences, University at Buffalo, Buffalo, NY, USA.
Durdana Iqbal *Department of Pharmacy Practice, School of Pharmacy and Pharmaceutical Sciences, University at Buffalo, Buffalo, NY, USA.
Steven FeuersteinDepartment of Pharmacy Practice, School of Pharmacy and Pharmaceutical Sciences, University at Buffalo, Buffalo, NY, USA.
Debanjan PaulDepartment of Pharmacy Practice, School of Pharmacy and Pharmaceutical Sciences, University at Buffalo, Buffalo, NY, USA.
Robert G WahlerDepartment of Pharmacy Practice, School of Pharmacy and Pharmaceutical Sciences, University at Buffalo, Buffalo, NY, USA.
Christopher J DalyDepartment of Pharmacy Practice, School of Pharmacy and Pharmaceutical Sciences, University at Buffalo, Buffalo, NY, USA.
Ranjit SinghDepartment of Family Medicine, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY, USA.
David M JacobsDepartment of Pharmacy Practice, School of Pharmacy and Pharmaceutical Sciences, University at Buffalo, Buffalo, NY, USA. dmjacobs@buffalo.edu.ORCID http://orcid.org/0000-0001-9240-7067

Funding

Integrative Informatics Approach to Predict Readmissions and Improve Outcomes in COPDK23HL153582 · NHLBI · STATE UNIVERSITY OF NEW YORK AT BUFFALO · PI JACOBS, DAVID · 2021 to 2025
$962k
AHRQ HHS R18 HS029122NHLBI NIH HHS K23HL153582
6 · The paper itself

Abstract

backgroundReadmission rates are widely recognized indicators of healthcare quality, particularly for older adults. There is relatively little data on the role of health-related social needs (HRSNs) in post-discharge healthcare utilization (HCU). We investigated the association between HRSNs documented using Z-codes and unplanned 30- and 90-day HCU in older adults with heart failure (HF) and/or chronic obstructive pulmonary disease (COPD).

methodsThis retrospective cohort study analyzed electronic health record (EHR) data from a regional health information exchange for individuals aged ≥ 65 with HF and/or COPD hospitalized at least once between 2019 and 2022. HRSNs were identified using ICD-10 Z-codes (Z55-Z65, Z75; Z61 for problems related to negative life events in childhood was excluded). The primary outcome, unplanned HCU, was defined as a composite of emergency department visits and unplanned inpatient admissions within 30- and 90-day post-discharge. Logistic regression models assessed associations between Z-code documentation and HCU, adjusting for demographic and clinical factors.

resultsAmong 19,536 older adults, 4.01% had Z-codes documented. The most frequently documented Z-code was "Medical Facilities/Other Health Care" (Z75) (31.1% of cases with Z-codes). Unplanned HCU occurred in 23.3% and 39.5% of individuals within 30 and 90 days, respectively. Z-code documentation was significantly associated with greater odds of HCU in univariable and multivariable models. After adjustment, individuals with Z-codes had a 17.7% greater odds of 30-day HCU (OR 1.18, 95% CI 1.00-1.38, p = 0.044) and 31.0% greater odds of 90-day HCU (OR 1.31, 95% CI 1.13-1.52, p < 0.001).

conclusionsHRSNs documented by Z-codes were associated with increased post-discharge HCU even after adjusting for demographic and clinical factors. The low documentation rate suggests that social needs may be underrecognized in EHRs, potentially limiting their use for identifying high-risk patients and informing post-discharge care. Future efforts should focus on improving Z-code utilization to enhance the integration of social risk factors into healthcare decision-making.

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chronic conditionshealth-related social needshospital readmissionsolder adults

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.