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Machine learning for modeling the progression of Alzheimer disease dementia using clinical data: a systematic literature review.

Sayantan KumarInez OhSuzanne SchindlerAlbert M LaiPhilip Richard Orrin PayneAditi Gupta
Published in: JAMIA open (2021)
Identifying individuals at risk for progression of AD dementia could potentially help to personalize disease management to plan future care. Clinical data consisting of both structured data tables and clinical notes can be effectively used in ML-based approaches to model risk for AD dementia progression. Data sharing and reproducibility of results can enhance the impact, adaptation, and generalizability of this research.
Keyphrases
  • mild cognitive impairment
  • electronic health record
  • big data
  • machine learning
  • cognitive impairment
  • healthcare
  • quality improvement
  • health insurance
  • affordable care act