July 22, 2023, 7:01 a.m. | Lambert T Leong, PhD

Towards Data Science - Medium towardsdatascience.com

Longitudinal Image-based AI Models for Health and Medicine

AI can see the end! Deep learning predicts all-cause mortality from single and sequential body composition imaging

DXA imaging affords many types of body composition visualizations. (Image by Author)

Key Points, TLDR:

  • The combination of body composition imaging and meta-data (e.g. age, sex, grip strength, walking speed, etc) resulted in the best 10 year mortality predictions
  • Longitudinal or sequential models overall performed better than single record models, highlighting the importance of modeling …

age aging ai ai models author combination data deep learning etc health healthcare image imaging machine learning meta mortality sex speed thoughts-and-theory types

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