Related Experiment Video
Updated: Jul 21, 2025

Cutoff Value of Phase Angle by Bioelectrical Impedance Analysis at Admission as a Prognostic Factor in Patients with Acute Heart Failure
Published on: June 10, 2025
The Association between Emergency Department Length of Stay and In-Hospital Mortality in Older Patients Using Machine
Lijuan Wu1,2, Xuanhui Chen3, Anna Khalemsky4
1Institute of Sciences in Emergency Medicine, Department of Emergency Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China.
Emergency department length of stay (EDLOS) and boarding time (BT) are linked to in-hospital mortality (IHM) in older adults. A short EDLOS combined with a long BT significantly increases IHM risk, highlighting a need for improved care processes.
Area of Science:
- Geriatric Medicine
- Emergency Medicine
- Health Services Research
Background:
- The relationship between emergency department length of stay (EDLOS) and in-hospital mortality (IHM) in elderly patients is not well understood.
- Older patients represent a growing demographic with unique healthcare needs.
- Understanding factors influencing mortality in this population is crucial for improving care quality.
Purpose of the Study:
- To investigate the association between EDLOS and IHM in older patients.
- To explore the correlation between boarding time (BT) and IHM in this demographic.
- To identify specific EDLOS and BT patterns associated with increased mortality risk.
Main Methods:
- Retrospective analysis of 78,478 older patients (≥60 years) from an urban academic tertiary care center (2010-2016).
- Stratification into age subgroups: 60-74, 75-89, and ≥90 years.
- Application of machine learning models (Light Gradient Boosting Machine) to assess EDLOS and BT correlations with IHM.
Main Results:
- In-hospital mortality incidence increased with age: 2.7% (60-74), 4.5% (75-89), and 6.3% (≥90 years).
- EDLOS and BT were statistically correlated with IHM (p < 0.001).
- A significantly higher risk of IHM was observed with short EDLOS (≤1 hour) and long BT, alongside higher quality assurance issue rates.
Conclusions:
- Short EDLOS coupled with prolonged BT poses a significantly higher risk of in-hospital mortality in older patients.
- Quality assurance issues were more prevalent in patients with shorter EDLOS.
- Consideration of dedicated care areas and teams for older patients in the ED is recommended for policymakers.
More Related Videos
06:52Assessment of Dependence in Activities of Daily Living Among Older Patients in an Acute Care Unit
Published on: September 30, 2020
06:55Inverse Probability of Treatment Weighting Propensity Score using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Related Concept Videos
Comparing the Survival Analysis of Two or More Groups
Actuarial Approach
Consider the example of a high-risk surgical procedure with significant early-stage mortality. A two-year clinical study is conducted,...
Statistical Methods for Analyzing Epidemiological Data