Related Experiment Video
Updated: Jul 12, 2025

Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
Published on: May 15, 2020
Inpatient nurses' preferences and decisions with risk information visualization.
Alvin D Jeffery1,2,3, Carrie Reale4,5, Janelle Faiman4,5
1School of Nursing, Vanderbilt University, Nashville, TN 37240, United States.
Nurses preferred probability formats for risk information in clinical decision-support systems. Presenting risk as probability with trend graphs improved nurses' decision-making concordance.
Area of Science:
- Health Informatics
- Nursing Informatics
- Human-Computer Interaction
Background:
- Clinical decision-support systems (CDSS) are crucial for managing acute clinical deterioration.
- Effective presentation of risk information within CDSS is vital for accurate clinical decision-making.
- Nurses' preferences and understanding of risk data significantly impact CDSS usability and effectiveness.
Purpose of the Study:
- To evaluate the influence of four distinct risk information formats on inpatient nurses' preferences and decisions within an acute clinical deterioration CDSS.
- To identify optimal methods for presenting quantitative risk data to nurses to enhance clinical judgment.
Main Methods:
- A comparative usability evaluation was conducted in a simulated setting.
- Qualitative data were gathered using think-aloud methods.
- Quantitative data were collected by assessing nurses' actions in response to three patient scenarios presented with different risk information formats.
Main Results:
- The probability format was preferred by a majority of nurses (n=6) over relative risk ratios (n=2), absolute differences (n=2), and number of persons out of 100 (n=0).
- Nurses favored trend graphs with average lines and consistent color-coding, while disliking excessive text and confidence intervals.
- The probability format demonstrated greater concordance in nurses' decision-making compared to other formats.
Conclusions:
- Presenting risk information as probabilities, supplemented by trend graphs, offers valuable insights for designing effective CDSS for inpatient nurses.
- Future CDSS development for nurses should prioritize probability-based risk displays and graphical trend representations for improved clinical decision support.
Related Concept Videos
Nursing Clinical Information System
A Nursing Clinical Information System (NCIS) is a specialized type of healthcare information system tailored to meet the unique needs of nursing practice. It incorporates the principles of nursing informatics to streamline information management and improve the quality of care delivery.
Critical attributes of NCIS include:
Nurses' Legal Responsibilities I
The legal responsibilities of a nurse regarding informed consent include the following:
Nursing Ethical Principles II
Consider the following scenario, which illustrates how these principles are applied in the care of Mr. John, a fifty-year-old teacher diagnosed with metastatic liver cancer.
Initially, Mr. John's...
Formats for Nursing Documentation
Nursing Assessment Form:
• A nursing assessment form is a foundational document that captures detailed patient data from physical assessments and nursing histories.
• It includes patient demographics, medical history,...
Guidelines and Strategies for Safe Computer Charting
Maintain Confidentiality and Security:
Methods of Documentation III: PIE

