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Janke AT, Melnick ER, Venkatesh AK. Hospital Occupancy and Emergency Department Boarding During the COVID-19 Pandemic. JAMA Netw Open. 2022;5(9):e2233964. doi:10.1001/jamanetworkopen.2022.33964
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Research Letter
Health Policy
September30, 2022
Alexander T.Janke,MD1,2; Edward R.Melnick,MD, MHS1; Arjun K.Venkatesh,MD, MBA, MHS1,3
Author Affiliations Article Information
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1Department of Emergency Medicine, Yale University School of Medicine, New Haven, Connecticut
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2VA Ann Arbor, University of Michigan, National Clinician Scholars Program, Ann Arbor
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3Center for Outcomes Research and Evaluation, Yale University, New Haven, Connecticut
JAMA Netw Open. 2022;5(9):e2233964. doi:10.1001/jamanetworkopen.2022.33964
- Research Letter Monthly Rates of Patients Who Left Before Accessing Care in US Emergency Departments
Alexander T.Janke,MD; Edward R.Melnick,MD, MHS; Arjun K.Venkatesh,MD, MBA, MHS
JAMA Network Open
Introduction
Emergency department (ED) boarding refers to holding admitted patients in the ED, often in hallways, while awaiting an inpatient bed. The Joint Commission identified boarding as a patient safety risk that should not exceed 4 hours.1 Downstream harms include increased medical errors, compromises to patient privacy, and increased mortality.2 Boarding is a key indicator of overwhelmed resources and may be more likely to occur when hospital occupancy exceeds 85% to 90%.3
Hospital resource constraints have become more salient during the COVID-19 pandemic and have been associated with excess mortality.4 Existing federal data fail to capture a comprehensive view of resource limitations inclusive of ED strain.5 We used a national benchmarking database to examine hospital occupancy and ED boarding during the COVID-19 pandemic.
Methods
This cross-sectional study used aggregated hospital measures available through a voluntary peer benchmarking service offered by Epic Systems Corporation, an electronic health record vendor. Measures were collected monthly from January 2020 to December 2021. Annual ED visit volumes and total hospital beds for participating sites were included (eTable in the Supplement). We reported median and 5th to 95th percentile for hospital occupancy (percentage of staffed inpatient beds occupied, calculated hourly and averaged over the month), ED boarding time (median time from admission order to ED departure to an inpatient bed), and ED visit count. The study was classified as exempt by the institutional review board at Yale University because the study did not use patient data. This study followed the STROBE reporting guideline.
Distribution of ED boarding time was examined across hospital occupancy levels, with a threshold of 85% or greater based on Kelen et al.3 We plotted all 3 measures with new national daily COVID-19 cases.6 The difference in median ED boarding time between high-occupancy and low-occupancy hospital-months was evaluated using the Wilcoxon rank sum test .Analyses were performed using R, version 4.0.2.
Results
Hospitals reporting benchmarking data increased from 1289 in January 2020 to 1769 in December 2021. Occupancy rates and boarding time had a threshold association: when occupancy exceeded 85%, boarding exceeded The Joint Commission 4-hour standard for 88.9% of hospital-months (Figure 1). In those hospital-months, median ED boarding time was 6.58 hours compared with 2.42 hours in other hospital-months (P < .001). Across all hospitals, the median ED boarding time was 2.00 hours (5th-95th percentile, 0.93-7.88 hours) in January 2020, 1.58 hours (5th-95th percentile, 0.90-3.51 hours) in April 2020, and 3.42 hours in December 2021 (5th-95th percentile, 1.27-9.14 hours). Median hospital occupancy was highest in January 2020 (69.6%; 5th-95th percentile, 44.3%-69.6%), 48.7% (5th-95th percentile, 28.7%-69.9% hours) in April 2020, and 65.8% (5th-95th percentile, 42.7%-84.8%) in December 2021 (Figure 2).
Discussion
We found that hospital occupancy greater than 85% was associated with increased ED boarding beyond the 4-hour standard. Throughout 2020 and 2021, ED boarding increased even when hospital occupancy did not increase above January 2020 levels. The harms associated with ED boarding and crowding, long-standing before the pandemic, may have been further entrenched. Study limitations were the inability to differentiate occupancy for specific services, median measures of boarding likely underestimated actual burden, and the sample was anchored to specific data fields within the Epic peer benchmarking service. Future research should explore more complex measures like staffing variability and local outbreak burden. Policy makers should address acute care system strain in future pandemic waves and other disasters to avoid further hospital system capacity strain and unsafe patient care conditions.
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Article Information
Accepted for Publication: June 30, 2022.
Published: September 30, 2022. doi:10.1001/jamanetworkopen.2022.33964
Open Access: This is an open access article distributed under the terms of the CC-BY License. © 2022 Janke AT et al. JAMA Network Open.
Corresponding Author: Alexander T. Janke, MD, VA Ann Arbor, University of Michigan, National Clinician Scholars Program, NCRC Building 14, G100, 2800 Plymouth Rd, Ann Arbor MI 48109 (atjanke@med.umich.edu).
Author Contributions: Dr Janke had full access to all of the data in the study and takes responsibility for the integrity of the data and the accuracy of the data analysis.
Concept and design: All authors.
Acquisition, analysis, or interpretation of data: Janke, Melnick.
Drafting of the manuscript: Janke, Melnick.
Critical revision of the manuscript for important intellectual content: All authors.
Statistical analysis: Janke.
Obtained funding: Janke.
Administrative, technical, or material support: Melnick, Venkatesh.
Supervision: Melnick, Venkatesh.
Conflict of Interest Disclosures: Dr Janke reported receiving support from the Veterans Affairs (VA) Office of Academic Affiliations through the VA/National Clinician Scholars Program and the University of Michigan and funding from an Emerging Infectious Diseases and Preparedness grant from the Society for Academic Emergency Medicine Foundation. Dr Melnick reported receiving grants from the National Institute on Drug Abuse, the American Medical Association, and the Agency for Healthcare Research & Quality outside the submitted work. Dr Venkatesh reported receiving grants from the Centers for Medicare & Medicaid Services and the American College of Emergency Physicians outside the submitted work; receiving funding from an Emerging Infectious Diseases and Preparedness grant from the Society for Academic Emergency Medicine Foundation; and having committee leadership roles with the American College of Emergency Physicians and the Society for Academic Emergency Medicine. No other disclosures were reported.
Funding/Support: Dr Venkatesh was supported by the American Board of Emergency Medicine–National Academy of Medicine Fellowship.
Role of the Funder/Sponsor: The funder had no role in the design and conduct of the study; collection, management, analysis, and interpretation of the data; preparation, review, or approval of the manuscript; and decision to submit the manuscript for publication.
Disclaimer: The contents of this article do not represent the views of the US Department of Veterans Affairs or the US Government.
References
The Joint Commission. R3 report: requirement, rationale, reference. Accessed March 13, 2022. https://www.jointcommission.org/-/media/tjc/documents/ standards/r3-reports/r3_report_issue_4.pdf.
Boudi Z, Lauque D, Alsabri M, et al. Association between boarding in the emergency department and in-hospital mortality: a systematic review. PLoS One. 2020;15(4):e0231253. doi:10.1371/journal.pone.0231253PubMedGoogle ScholarCrossref
Kelen GD, Richard W, D’Onofrio G, et al. Emergency department crowding: the canary in the health care system. NEJM Catal. Published online September 28, 2021. doi:10.1056/CAT.21.0217Google Scholar
French G, Hulse M, Nguyen D, et al. Impact of hospital strain on excess deaths during the COVID-19 pandemic—United States, July 2020-July 2021. MMWR Morb Mortal Wkly Rep. 2021;70(46):1613-1616. doi:10.15585/mmwr.mm7046a5PubMedGoogle ScholarCrossref
US Department of Health and Human Services. HHS protest public data hub. Accessed January 27, 2022. https://protect-public.hhs.gov/pages/hospital-utilization
Johns Hopkins Coronavirus Resource Center. COVID-19 dashboard: global map. Accessed March 9, 2022. https://coronavirus.jhu.edu/map.html