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Maximizing the Potential of Patient-Reported Assessments by Using the Open-Source Concerto Platform With Computerized
Conrad Harrison1, Bao Sheng Loe2, Przemysław Lis2
1Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, University of Oxford, Oxford, United Kingdom.
Journal of Medical Internet Research
|October 29, 2020
Summary
Modernize patient-reported assessments using computerized adaptive testing (CAT) and machine learning. The Concerto platform enables advanced, adaptive assessments, reducing patient and clinician burden while improving feedback.
Area of Science:
- Health Informatics
- Digital Health
- Patient-Reported Outcomes
Background:
- Patient-reported assessments are crucial in healthcare but require modernization.
- Current methods can be burdensome for patients and professionals.
- Opportunities exist to enhance accuracy and feedback through technology.
Purpose of the Study:
- Introduce contemporary assessment techniques like CAT and machine learning.
- Present the Concerto platform for developing and administering advanced assessments.
- Demonstrate how to create adaptive assessments with minimal experience.
Main Methods:
- Leveraging computerized adaptive testing (CAT) for dynamic question selection.
- Applying machine learning for individualized and actionable feedback.
- Utilizing the Concerto platform for assessment development and deployment.
Main Results:
- Concerto platform facilitates the creation of advanced, adaptive patient-reported assessments.
- CAT and machine learning integration reduce assessment burden and improve accuracy.
- Individualized feedback is generated for patients and healthcare professionals.
Conclusions:
- The Concerto platform offers a powerful, accessible solution for modernizing patient-reported assessments.
- Advanced techniques like CAT and machine learning can significantly enhance healthcare delivery.
- Free access to Concerto empowers users to create sophisticated assessments with ease.
Keywords:
CATConcertocomputerized adaptive testcomputerized adaptive testingmachine learningoutcome assessmentpatient reported outcome measures
