# Predictors associated with ICU nursing workload in a sample of records collected before and during the first peak of the COVID-19 pandemic: An analytical study

**Authors:** Diana Isabel Cáceres Rivera, Luis Alberto López-Romero, Judy Paola Martínez Patiño, Claudia Consuelo Torres Contreras

PMC · DOI: 10.15649/cuidarte.4255 · 2025-12-18

## TL;DR

This study identifies factors that predict increased nursing workload in ICU settings during the early stages of the COVID-19 pandemic.

## Contribution

The study provides new insights into ICU nursing workload predictors during the first peak of the pandemic.

## Key findings

- Nursing workload tripled during the pandemic compared to pre-pandemic levels.
- The SOFA score showed a weak direct correlation with nursing workload.
- Pandemic year and cardiopulmonary conditions were identified as workload predictors.

## Abstract

In recent years, the workload of nursing professionals in intensive care units (ICUs) has been described. Identifying associated factors may contribute to improving nursing care planning.

To determine predictors associated with nursing workload in ICU settings using a sample of records collected before and during the first peak of the COVID-19 pandemic.

This was an analytical cross-sectional study. A total of 97 ICU patient records were included. Descriptive and multivariate analyses were performed using robust linear regression, with the primary outcome being workload measured with the Nursing Activities Score (NAS).

The mean age was 57.67 ± 17.78 years, and 68.04% (n=66) were men. Statistically significant differences were observed between the pre-pandemic period and the first peak of the pandemic for variables such as disease category, ICU type, Sequential Organ Failure Assessment (SOFA) score, and number of nurses (p<0.001). A difference in median NAS values was observed, with 60.85 (Q1–Q3: 51.8–68.25) during the pre-pandemic period, compared with 183.40 (Q1–Q3: 149.30–204.40) during the first peak of the pandemic (p=0.001).

The workload levels identified in this study are consistent with those reported in similar studies. However, the specific scenario examined has scarcely been described in the existing literature.

The pandemic increased the nursing staff's workload threefold. A weak, direct linear correlation was identified between workload and SOFA score. The pandemic year and the presence of cardiopulmonary conditions were identified as workload predictors.

## Linked entities

- **Diseases:** COVID-19 (MONDO:0100096)

## Full-text entities

- **Diseases:** respiratory disease (MESH:D012140), critically ill (MESH:D016638), trauma (MESH:D014947), respiratory infectious condition (MESH:D012141), anxiety (MESH:D001007), pneumonia (MESH:D011014), Organ Failure (MESH:D009102), burn (MESH:D002056), hypoxemia (MESH:D000860), death (MESH:D003643), NAS (OMIM:612348), COVID-19 (MESH:D000086382)
- **Chemicals:** oxygen (MESH:D010100), vasoactive drug (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

2 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12858413/full.md

---
Source: https://tomesphere.com/paper/PMC12858413