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Moonstone: a novel natural language processing system for inferring social risk from clinical narratives.

Mike ConwaySalomeh KeyhaniLee ChristensenBrett R SouthMarzieh ValiLouise C WalterDanielle L MowerySamir AbdelrahmanWendy W Chapman
Published in: Journal of biomedical semantics (2019)
The Moonstone system is - to the best of our knowledge - the first freely available, open source natural language processing system designed to extract social risk factors from clinical text with good (lives in facility) to excellent (lives alone) performance. Although developed with the social risk factor identification task in mind, Moonstone provides a powerful tool to address a range of clinical natural language processing tasks, especially those tasks that require nuanced linguistic processing in conjunction with inference capabilities.
Keyphrases
  • risk factors
  • healthcare
  • mental health
  • autism spectrum disorder
  • working memory