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Identifying Functional Status Impairment in People Living With Dementia Through Natural Language Processing of Clinical Documents: Cross-Sectional Study.

John LaurentievDae Hyun KimMufaddal MahesriKuan-Yuan WangLily G BessetteCassandra YorkHeidi ZakoulSu Been LeeLi ZhouKueiyu Joshua Lin
Published in: Journal of medical Internet research (2024)
In this study, we demonstrated the ability of machine learning models to accurately identify ADL and iADL impairment based on free-text clinical notes, which could be useful in determining the severity of dementia.
Keyphrases
  • machine learning
  • mild cognitive impairment
  • cognitive impairment
  • autism spectrum disorder
  • smoking cessation
  • big data