Explainable AI in Medical Education: CerViD-MultiModal Framework Trial
NCT07743658 · Status: COMPLETED · Phase: NA · Type: INTERVENTIONAL · Enrollment: 120
Last updated 2026-08-04
Summary
This study evaluates whether Explainable Artificial Intelligence (XAI) explanations integrated into medical training improve AI literacy, reduce cognitive workload, and enhance learner trust compared to traditional lecture methods. Third-year medical students participated in a randomized controlled trial assessing the CerViD-MultiModal diagnostic framework during a neuroimaging diagnostic module focused on fornix atrophy in early and late mild cognitive impairment
Conditions
- Medical Education
Interventions
- OTHER
-
Traditional AI Lecture Module
Standard educational instruction delivered via traditional slides and static charts explaining neuroimaging AI outputs.
- OTHER
-
XAI-Enhanced Interactive Module (CerViD-MultiModal)
Standard educational instruction delivered via traditional slides and static charts explaining neuroimaging AI outputs.
Sponsors & Collaborators
-
National Institute on Aging (NIA)
collaborator NIH -
University of Liberia
lead OTHER
Study Design
- Allocation
- RANDOMIZED
- Purpose
- HEALTH_SERVICES_RESEARCH
- Masking
- NONE
- Model
- PARALLEL
Eligibility
- Min Age
- 18 Years
- Sex
- ALL
- Healthy Volunteers
- Yes
Timeline & Regulatory
- Start
- 2026-05-30
- Primary Completion
- 2026-05-30
- Completion
- 2026-06-15
Countries
- Liberia
Study Locations
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