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Estimate the Cognitive Load Using Electrocardiographic Measure: A Human-AI Collaborative Task
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[Value of APACHEIIfor predicting the nursing workload in EICU].

Yongli Gao1, Xingyu Zhu, Yan Ma

  • 1Department of Emergency Medicine, West China Hospital, Sichuan University, Chengdu 610041, Sichuan, China. Corresponding author: Hu Hai,

Zhonghua Wei Zhong Bing Ji Jiu Yi Xue
|April 20, 2017
PubMed
Summary

The Acute Physiology and Chronic Health Evaluation II (APACHE II) score effectively predicts nursing workload in emergency intensive care units (EICUs). Higher APACHE II scores, particularly above 30, indicate increased nursing demands.

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Area of Science:

  • Critical Care Medicine
  • Nursing Management
  • Health Services Research

Background:

  • Nursing workload in emergency intensive care units (EICUs) is a critical factor impacting patient care quality and staff well-being.
  • Accurate prediction of nursing workload is essential for effective resource allocation and staffing in high-acuity settings.
  • The Acute Physiology and Chronic Health Evaluation II (APACHE II) score is a widely used severity-of-illness measure.

Purpose of the Study:

  • To evaluate the predictive capability of the APACHE II score for quantifying nursing workload within an EICU.
  • To establish the relationship between patient severity, as indicated by APACHE II scores, and the nursing interventions required, measured by the TISS-28 score.

Main Methods:

  • A retrospective cohort study analyzed 1,148 critical care patients (excluding trauma) admitted to the EICU.
  • APACHE II and Therapeutic Intervention Scoring System (TISS-28) scores were calculated for each patient.
  • Correlation and curve estimation analyses were performed to determine the relationship between APACHE II and TISS-28 scores.

Main Results:

  • A strong positive correlation (Spearman's rho = 0.849, P < 0.001) was observed between APACHE II and TISS-28 scores.
  • A cubic model best described the relationship (R² = 0.792, P < 0.01), indicating a non-linear association.
  • Nursing workload significantly increased for patients with APACHE II scores of 30 or higher.

Conclusions:

  • The APACHE II score serves as a valuable tool for predicting nursing workload in the EICU setting.
  • This predictive ability can aid in optimizing staffing and resource management in critical care environments.
  • The findings support the use of APACHE II scores in proactive nursing workload assessment.