User-Centered Design and Implementation of an Interoperable FHIR Application for Pediatric Pneumonia Prognostication in a Randomized Trial.
Autor: | Turer RW; Department of Emergency Medicine and Clinical Informatics Center, UT Southwestern Medical Center, Dallas, Texas, United States., Gradwohl SC; Department of Pediatrics, Vanderbilt University Medical Center, Nashville, Tennessee, United States., Stassun J; Department of Pediatrics, Vanderbilt University Medical Center, Nashville, Tennessee, United States., Johnson J; Department of Pediatrics, Vanderbilt University Medical Center, Nashville, Tennessee, United States., Slagle JM; Department of Anesthesiology and Institute of Medicine and Public Health, Center for Research and Innovation in Systems Safety, Vanderbilt University Medical Center, Nashville, Tennessee, United States., Reale C; Department of Anesthesiology and Institute of Medicine and Public Health, Center for Research and Innovation in Systems Safety, Vanderbilt University Medical Center, Nashville, Tennessee, United States., Beebe R; Department of Anesthesiology and Institute of Medicine and Public Health, Center for Research and Innovation in Systems Safety, Vanderbilt University Medical Center, Nashville, Tennessee, United States., Nian H; Department of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee, United States., Zhu Y; Department of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee, United States., Albert D; HealthIT, Vanderbilt University Medical Center, Nashville, Tennessee, United States., Coffman T; HealthIT, Vanderbilt University Medical Center, Nashville, Tennessee, United States., Alaw H; HealthIT, Vanderbilt University Medical Center, Nashville, Tennessee, United States., Wilson T; HealthIT, Vanderbilt University Medical Center, Nashville, Tennessee, United States., Just S; HealthIT, Vanderbilt University Medical Center, Nashville, Tennessee, United States., Peguillan P; HealthIT, Vanderbilt University Medical Center, Nashville, Tennessee, United States., Freeman H; HealthIT, Vanderbilt University Medical Center, Nashville, Tennessee, United States., Arnold DH; Department of Pediatrics, Vanderbilt University Medical Center, Nashville, Tennessee, United States., Martin JM; Department of Pediatrics, University of Pittsburgh and UPMC Children's Hospital of Pittsburgh, Pittsburgh, Pennsylvania, United States., Suresh S; Department of Pediatrics, University of Pittsburgh and UPMC Children's Hospital of Pittsburgh, Pittsburgh, Pennsylvania, United States., Coglio S; Enterprise Development Services, UPMC Children's Hospital of Pittsburgh, Pittsburgh, Pennsylvania, United States., Hixon R; Enterprise Development Services, UPMC Children's Hospital of Pittsburgh, Pittsburgh, Pennsylvania, United States., Ampofo K; Department of Pediatrics, University of Utah Health, Salt Lake City, Utah, United States., Pavia AT; Department of Pediatrics, University of Utah Health, Salt Lake City, Utah, United States., Weinger MB; Department of Anesthesiology and Institute of Medicine and Public Health, Center for Research and Innovation in Systems Safety, Vanderbilt University Medical Center, Nashville, Tennessee, United States.; Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, Tennessee, United States., Williams DJ; Department of Pediatrics, Vanderbilt University Medical Center, Nashville, Tennessee, United States., Weitkamp AO; Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, Tennessee, United States. |
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Jazyk: | angličtina |
Zdroj: | Applied clinical informatics [Appl Clin Inform] 2024 May; Vol. 15 (3), pp. 556-568. Date of Electronic Publication: 2024 Apr 02. |
DOI: | 10.1055/a-2297-9129 |
Abstrakt: | Objectives: To support a pragmatic, electronic health record (EHR)-based randomized controlled trial, we applied user-centered design (UCD) principles, evidence-based risk communication strategies, and interoperable software architecture to design, test, and deploy a prognostic tool for children in emergency departments (EDs) with pneumonia. Methods: Risk for severe in-hospital outcomes was estimated using a validated ordinal logistic regression model to classify pneumonia severity. To render the results usable for ED clinicians, we created an integrated SMART on Fast Healthcare Interoperability Resources (FHIR) web application built for interoperable use in two pediatric EDs using different EHR vendors: Epic and Cerner. We followed a UCD framework, including problem analysis and user research, conceptual design and early prototyping, user interface development, formative evaluation, and postdeployment summative evaluation. Results: Problem analysis and user research from 39 clinicians and nurses revealed user preferences for risk aversion, accessibility, and timing of risk communication. Early prototyping and iterative design incorporated evidence-based design principles, including numeracy, risk framing, and best-practice visualization techniques. After rigorous unit and end-to-end testing, the application was successfully deployed in both EDs, which facilitated enrollment, randomization, model visualization, data capture, and reporting for trial purposes. Conclusion: The successful implementation of a custom application for pneumonia prognosis and clinical trial support in two health systems on different EHRs demonstrates the importance of UCD, adherence to modern clinical data standards, and rigorous testing. Key lessons included the need for understanding users' real-world needs, regular knowledge management, application maintenance, and the recognition that FHIR applications require careful configuration for interoperability. Competing Interests: None declared. (Thieme. All rights reserved.) |
Databáze: | MEDLINE |
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