Factors associated with the phenomenon of overcrowding in the emergency department: a retrospective cohort study

Emergency departments (EDs) have been confronted with growing demand for several decades. However, the strain on EDs is generally not evenly distributed across the year, as some days are at increased risk of overcrowding compared to others. Identifying the days during which teams are unable to meet actual service demands could be beneficial as a means to avoid, in the most drastic cases, redirecting patients to other care structures (ambulance diversion). The objective of this study was to identify the factors explaining ED overcrowding in a general hospital. We conducted a retrospective study at a single emergency department between 1 January 2017 and 31 December 2021. The days with the highest deviation from baseline regarding length of stay were defined as being overcrowded. The factors associated with overcrowding were evaluated using a logistic regression model adjusted for the day’s characteristics. The study period comprised 183 overcrowded days and 1643 uncrowded days. The factors associated with the risk of crowding in multivariable analysis were the ED crowding status of the previous day, the number of patients at the beginning of the day, the proportion of patients age 75 or greater, the number of radiological exams per patient, and the number of radiological exams of the skull and brain region. The mitigating factors were the proportion of patients with less urgent needs during triage, an increased proportion of patients needing trauma care, the proportion of patients < 7 years old, weekend days, and the epidemic period following the month of March 2020. Our study has highlighted case-mix factors and chronological factors related to the risk of overcrowding. These factors were communicated to hospital management, which allowed the hospital to reassess its operations.

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Publication Details

Journal
BMC Emergency Medicine
Published
2026-01-03
DOI
https://doi.org/10.1186/s12873-025-01460-0
Primary Topic
Emergency and Acute Care Studies
Type
article
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article

Factors associated with the phenomenon of overcrowding in the emergency department: a retrospective cohort study

Adrien Wartelle, S. Sanchez, David Laplanche, A. Brochet-Paille et al.
BMC Emergency Medicine
Emergency and Acute Care Studies
article

Factors associated with the phenomenon of overcrowding in the emergency department: a retrospective cohort study

Adrien Wartelle, S. Sanchez, David Laplanche, A. Brochet-Paille, Antoine Sanchez, Jan Chrusciel, M. Desbouvry
article en

Abstract

Emergency departments (EDs) have been confronted with growing demand for several decades. However, the strain on EDs is generally not evenly distributed across the year, as some days are at increased risk of overcrowding compared to others. Identifying the days during which teams are unable to meet actual service demands could be beneficial as a means to avoid, in the most drastic cases, redirecting patients to other care structures (ambulance diversion). The objective of this study was to identify the factors explaining ED overcrowding in a general hospital. We conducted a retrospective study at a single emergency department between 1 January 2017 and 31 December 2021. The days with the highest deviation from baseline regarding length of stay were defined as being overcrowded. The factors associated with overcrowding were evaluated using a logistic regression model adjusted for the day’s characteristics. The study period comprised 183 overcrowded days and 1643 uncrowded days. The factors associated with the risk of crowding in multivariable analysis were the ED crowding status of the previous day, the number of patients at the beginning of the day, the proportion of patients age 75 or greater, the number of radiological exams per patient, and the number of radiological exams of the skull and brain region. The mitigating factors were the proportion of patients with less urgent needs during triage, an increased proportion of patients needing trauma care, the proportion of patients < 7 years old, weekend days, and the epidemic period following the month of March 2020. Our study has highlighted case-mix factors and chronological factors related to the risk of overcrowding. These factors were communicated to hospital management, which allowed the hospital to reassess its operations.

BMC Emergency MedicineVol. 26(1)
Centre National de la Recherche Scientifique (FR), Université Toulouse III - Paul Sabatier (FR), Université Fédérale de Toulouse Midi-Pyrénées (FR), Université Toulouse-I-Capitole (FR), Centre Hospitalier Universitaire de Reims (FR), Institut de Recherche en Informatique de Toulouse (FR), Centre Hospitalier de Troyes (FR), Université Toulouse - Jean Jaurès (FR), Générale de Santé (FR), Institut Polytechnique de Bordeaux (FR), Université de Reims Champagne-Ardenne (FR)
Good health and well-being
Openalex Percentile: Top 99%
Emergency and Acute Care Studies
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