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FRELSA: A dataset for frailty in elderly people originated from ELSA and evaluated through machine learning models.

Matteo LeghissaÁlvaro CarreraCarlos Á Iglesias
Published in: International journal of medical informatics (2024)
Creating new frailty-annotated datasets of this size is necessary to develop and improve the frailty prediction techniques. We have shown that our dataset can be used to study and test machine learning models to detect and predict frailty. Future work should improve models' architecture and performance, consider explainability, and possibly enrich the dataset with older waves.
Keyphrases
  • community dwelling
  • machine learning
  • artificial intelligence
  • big data
  • rna seq