Demir, A.T. 2026. A Physics-Grounded Synthetic Data and Machine Learning Surrogate Framework for the Inverse Design of Functionally Graded Scaffolds in Osteochondral Tissue Engineering. Knowledge and Decision Systems with Applications. 2, (Jul. 2026), 642–657. DOI:https://doi.org/10.59543/jccq8g73.