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Toward foundation-model-assisted biomechanical simulation of the knee joint: Current evidence, limitations, and future directions
Subject-specific finite element analysis (FEA) can estimate tissue-level stress, strain, contact pressure, and load transfer in the knee, but building and solving a new model for each anatomy, activity, or treatment scenario remains time-consuming. This narrative review examines how knee biomechanical simulation has pr...
Modeling long-range dependencies in knee joint contact mechanics: topology diffusion, global routing, and their hybridization.
Findings indicate that topology diffusion provides a robust foundation, while global routing offers complementary gains in reconstructing clinically relevant high-stress patterns.