Usability Evaluation of a Central Monitoring System with AI-Based Cardiac Arrest Prediction in the ICU

Jiyoon Oh1, Yourim Kim1,2, Wonseuk Jang1,2

  • 1Department of Medical Device Engineering and Management, Yonsei University College of Medicine, Seoul 06229, Republic of Korea.

Insights

An AI-based Central Monitoring System for cardiac arrest prediction showed acceptable usability among ICU nurses in a simulated setting. Further clinical evaluation is needed to confirm its effectiveness in early detection and patient care.

Area of Science:

  • Critical Care Medicine
  • Biomedical Engineering
  • Artificial Intelligence in Healthcare

Background:

  • Increasing incidence of cardiac arrest in critically ill patients.
  • Challenges in early detection and treatment due to limited ICU resources and monitoring.
  • Need for advanced systems to predict and manage cardiac arrest events.

Purpose of the Study:

  • To perform a summative evaluation of a Central Monitoring System with AI-based Cardiac Arrest Prediction.
  • To assess the usability and user perception of the AI system in a simulated ICU environment.

Main Methods:

  • Summative usability evaluation conducted in a simulated ICU.
  • 22 experienced ICU nurses participated in task-based assessments.
  • System Usability Scale (SUS) and satisfaction surveys were administered.

Main Results:

  • Achieved a 90% overall task success rate, with critical tasks ranging from 73% to 100%.
  • The System Usability Scale (SUS) score was 67.3, categorized as "OK".
  • Average user satisfaction score was 4.5, indicating positive perception.

Conclusions:

  • The AI-based cardiac arrest prediction system was generally rated as acceptable by users.
  • Identified design issues, like poor button visibility, impacted success rates in some tasks.
  • Further clinical studies are required to validate effectiveness and user experience in real-world settings.

Related Concept Videos

Pulse rhythm01:30

Pulse rhythm

Pulse rhythm refers to the pattern of pulsations within specific intervals, offering valuable insights into the regularity or irregularity of the heart's beats as observed through the pattern of pulsation within specific intervals. A regular pulse exhibits a consistent heart rate with uniform waveforms and pulsation force, variations of which can be classified as normal, weak, or bounding.
Conversely, an irregular pulse pattern is termed dysrhythmia, stemming from disruptions in cardiac...
1.6K
Cardiopulmonary Resuscitation III: AED Use01:23

Cardiopulmonary Resuscitation III: AED Use

Introduction to AEDAn Automated External Defibrillator (AED) is a portable medical device that analyzes the heart's rhythm and, if necessary, delivers an electrical shock to help the heart re-establish an effective rhythm during sudden cardiac arrest (SCA). SCA occurs when the heart suddenly and unexpectedly stops beating, leading to a loss of blood flow to the brain and other vital organs. In such emergencies, time is of the essence, and using an AED, combined with Cardiopulmonary...
1.2K
Cardiopulmonary Resuscitation IV: Pharmacological Management01:25

Cardiopulmonary Resuscitation IV: Pharmacological Management

Pharmacologic intervention is crucial in treating cardiac arrest patients during ACLS or Advanced Cardiovascular Life Support. The ACLS algorithms guide the administration of specific drugs based on the patient's cardiac arrest rhythm, which includes pulseless ventricular tachycardia (VT), ventricular fibrillation (VF), asystole, and pulseless electrical activity (PEA).EpinephrineIndication: Epinephrine is the first-line drug for all cardiac arrest rhythms.Mechanism of Action: Epinephrine...
1.3K