Gait foundation model trained on 3,000 people predicts 1,887 traits, Nature Medicine paper shows

segal_eran · x · 2026-11-08

Eran Segal's team published a Nature Medicine paper on a gait foundation model: they filmed 3,000+ people walking, extracted 3D skeletons, and trained a GaitMAE self-supervised model. Gait alone predicted BMI, visceral fat, age, and 1,887 traits ranging from grip strength to sleep quality, spanning cardiovascular, liver, bone density and other body systems.

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