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Design, Implementation, and Validation of an Automated, Algorithmic COVID-19 Triage Tool
Elana A Meer1,2, Maguire Herriman1,2, Doreen Lam1
1Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States.
Applied Clinical Informatics
|November 4, 2021
Summary
An online tool for triaging patients with severe acute respiratory syndrome coronavirus (SARS-CoV-2) symptoms was validated. The tool demonstrated safe patient triage compared to clinicians, suggesting potential for broader automated triage applications.
Area of Science:
- Medical Informatics
- Public Health
- Digital Health
Background:
- The COVID-19 pandemic necessitated rapid development of tools for patient assessment.
- Algorithmic triage tools offer potential for efficient and scalable patient management.
Purpose of the Study:
- To design, implement, and validate an online, publicly available tool for algorithmic triage of patients with symptoms similar to SARS-CoV-2.
- To compare the tool's triage assignments with clinician assessments and evaluate patient outcomes.
Main Methods:
- A chart review was conducted on patients using the triage tool and contacting a phone triage hotline.
- Data collected included tool- and clinician-assigned triage codes, demographics, COVID-19 test results, and healthcare utilization.
- Concordance, down-triage, and up-triage rates were calculated.
Main Results:
- Over 30,000 triage tool completions were analyzed from over 20,000 unique patients.
- The tool assessed 51.7% asymptomatic, 15.6% low, 21.7% moderate, and 11.0% high severity.
- Concordance between tool and clinician was 29.2%, with a 70.1% down-triage rate and minimal up-triage.
Conclusions:
- The online COVID-19 triage tool demonstrated safe patient triage capabilities when compared to clinicians.
- This validates the potential for automated triage systems to improve patient experience and access to care.
- The approach may be applicable to triaging other medical conditions beyond COVID-19.
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