Review
Open access
Aug 2026
A Scoping Review of Interpretable AI Model Approaches in Echocardiography: Frameworks, Model Types, Explanation Strategies, and Evaluation Practices.
A structured foundation and classification approach is provided to meaningfully evaluate and advance interpretable AI model approaches in echocardiography and highlights the distinct challenges and promising research directions for each approach.
Ryoma Ishii, Roger A. Edwards, Patrick E. Gelbach et al.
· Journal of imaging informati... · 0 citations