Related Experiment Video
Updated: Jul 2, 2026

Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
Published on: May 15, 2020
Utility of commonly captured data from an EHR to identify hospitalized patients at risk for clinical deterioration
Abel Kho1, David Rotz, Kinan Alrahi
1Northwestern University, Chicago, IL, USA.
Abstract:
Rapid Response Teams (RRTs) respond to critically ill patients in the hospital. Activation of RRTs is highly subjective and misses a proportion of at-risk patients. We created an automated scoring system for non-ICU inpatients based on readily available electronic vital signs data, age, and body mass index. Over two weeks, we recorded scores on 1,878 patient with a range of scores from 0 to 10. Fifty patients reached the primary outcome of code call, cardiopulmonary arrest, or transfer to an ICU. Using a cutoff score of 4 or greater would result in identification of an additional 20 patients over the 7 patients identified by the current method of RRT activation. The area under the Receiver Operating Curve for the prediction model was 0.72 which compared favorably to other scoring systems. An electronic scoring system using readily captured EMR data may improve identification of patients at risk for clinical deterioration.
Related Concept Videos
Methods of Documentation VII: EMR
Pulse rhythm
Conversely, an irregular pulse pattern is termed dysrhythmia, stemming from disruptions in cardiac muscle...
Purpose of Health Records II
Purpose of Health Records I
Here's a breakdown of how health records serve these purposes:
Documentation of Nursing Diagnosis
In some settings, data-driven computerized decision support systems are in place, allowing for more accurate nursing diagnoses. The database within one of these systems includes diagnostic labels defining characteristics, activities, and indicators for nursing. A nurse enters assessment...
Health Information Technology and Healthcare Information System
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include: