External Validation of a Machine Learning Model to Diagnose Kawasaki Disease.
Jonathan Y Lam, Chisato Shimizu, Michael A Gardiner...
https://pubmed.ncbi.nlm.nih.gov/40122277Actively Recruiting
Led by University of California, San Diego · Updated on 2025-12-18
200
Participants Needed
1
Research Sites
N/A
Total Duration
U
University of California, San Diego
Lead Sponsor
G
Gordon and Marilyn Macklin Foundation
Collaborating Sponsor
Researchers are evaluating the impact of a machine-learning clinical decision support tool called Kawasaki MATCH on how healthcare providers diagnose and manage patients with Kawasaki Disease (KD) and other febrile illnesses. The study aims to assess the accuracy of Kawasaki MATCH when used at the point of care and its influence on clinical decisions such as additional testing and hospital admissions. Participants' healthcare providers will be randomly assigned to one of two groups: one group will use the Kawasaki MATCH decision support tool to help identify KD by entering patient information including age, laboratory results, and clinical features to generate a risk score; the other group will follow standard care without the decision support tool. This setup will allow researchers to compare usual care with care guided by the Kawasaki MATCH tool. During the study, providers will record assessments and decisions about patients presenting with fever and possible KD. Researchers will track outcomes including the time to treatment for KD patients, hospital admission rates, additional interventions, consultations, and return visits to the emergency department. The study will also gather feedback from providers on the usefulness of the decision support tool. Participation will involve follow-up over 90 days to monitor treatment timing and outcomes.
CONDITIONS
Kawasaki MATCH Trial
You may qualify if you...
You will not qualify if you...
Complete this quick 3-step screening to check your eligibility
Duration - 2 to 4 weeks
Participants are screened for eligibility to participate in the trial.
1 visit (in-person)
Duration - Day 1 (day of enrollment)
Participants undergo laboratory evaluation and clinical assessment to identify features of Kawasaki Disease and to determine risk using the Kawasaki MATCH decision support tool or routine care.
1 visit (in-person)
Duration - Up to 90 days
Participants are monitored for clinical outcomes including treatment timing, hospital admission, consultation rates, and emergency department return visits.
Follow-up within 7 days and other assessments up to 90 days
Total: 1 location
1
Rady Children's Hospital, San Diego
San Diego, California, United States, 92071
Actively Recruiting
M
Michael A Gardiner, MD
Study Type
INTERVENTIONAL
Masking
NONE
Allocation
RANDOMIZED
Model
PARALLEL
Primary Purpose
DIAGNOSTIC
Number of Arms
2
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Jonathan Y Lam, Chisato Shimizu, Michael A Gardiner...
https://pubmed.ncbi.nlm.nih.gov/40122277Jonathan Y Lam, Chisato Shimizu, Adriana H Tremoulet...
https://pubmed.ncbi.nlm.nih.gov/36150781