Related Experiment Video
Updated: Jul 31, 2026

Lumped-Parameter and Finite Element Modeling of Heart Failure with Preserved Ejection Fraction
Published on: February 13, 2021
Monthly, weekly, and daily patterns in the incidence of congestive heart failure
J R Allegra1, D G Cochrane, R Biglow
1Department of Emergency Medicine, Morristown Memorial Hospital, Morristown, NJ 07962, USA. johnalle@aol.com
Insights
Emergency department visits for congestive heart failure (CHF) peak in winter months and on Mondays. These patterns in CHF exacerbations highlight seasonal and weekly trends in patient care needs.
Area of Science:
- Cardiology
- Public Health
- Health Services Research
Background:
- Congestive heart failure (CHF) is a significant cause of emergency department (ED) visits.
- Understanding temporal patterns in ED visits for CHF can inform resource allocation and public health interventions.
Purpose of the Study:
- To investigate seasonal, weekly, and daily patterns in ED visits for CHF.
- To identify specific times of year, days of the week, and hours of the day with increased CHF-related ED utilization.
Main Methods:
- Retrospective analysis of a large computerized billing database from seven northern New Jersey hospitals.
- Inclusion of consecutive patients with a primary ED diagnosis of CHF over an 11-year period (1988-1998).
- Statistical evaluation using chi-square tests to assess uniformity and identify significant differences (p < 0.05).
Main Results:
- A total of 26,224 CHF ED visits were analyzed out of 2,370,233 total ED visits.
- Significant non-uniformity was found for month, day of week, and hour of day (p < 0.0001).
- CHF visits were highest in winter (December: +14.3%), on Mondays (+14.5%), and between 8 AM and 3 PM.
Conclusions:
- ED visits for CHF exhibit distinct temporal patterns, with increased incidence during winter months and on Mondays.
- A diurnal pattern was observed, with a rise after 8 AM and a decline after 3 PM.
- Findings suggest a similar monthly pattern to previous studies but a different hourly pattern.
Objective:
To determine whether there are patterns in the incidence of emergency department (ED) visits for congestive heart failure (CHF) by month of the year, day of the week, or hour of the day.
Methods:
This was a retrospective analysis of a computerized billing database of ED visits, involving seven northern New Jersey hospitals EDS: Consecutive patients seen by emergency physicians over an 11-year period (January 1, 1988--December 31, 1998) were included. Chi-square tests were used to evaluate for significant differences (p < 0.05).
Results:
There were a total of 2,370,233 patients in the database, of whom 26,224 had a primary ED diagnosis of CHF. The chi-square test rejected uniformity for month of the year, for day of the week, and for hour of the day (p < 0.0001). Visits for CHF were increased in the winter months. Compared with the average of the other months, December was the highest (14.3% above, p < 0.0001) and August was the lowest (15.5% below, p < 0.0001). There was also a day-of-the-week variation. Compared with the average of the other days, Monday was the highest (14.5% above, p < 0.0001) and Saturday was the lowest (9.6% below, p < 0.0001). There was also an hour-of-the-day pattern, with a rapid rise after 8 AM and a downtrend after 3 PM.
Conclusions:
These data revealed a higher incidence of ED visits for CHF in the winter months, on Mondays, and during the hours of 8 AM to 3 PM. In comparison with previous studies, these data revealed a similar pattern by month of the year and a different pattern by hour of the day.
More Related Videos
04:05Clinical Application of Phase Angle and BIVA Z-Score Analyses in Patients Admitted to an Emergency Department with Acute Heart Failure
Published on: June 30, 2023
05:16Cutoff 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
Related Concept Videos
Pathophysiology of Heart Failure
Heart Failure I: Introduction
Heart Failure II: Pathophysiology
Heart Failure III: Clinical Manifestations
Heart Failure IV: Classification and Diagnostic Evaluation
Heart Failure VII: Nursing Interventions