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OpenDeID Pipeline for Unstructured Electronic Health Record Text Notes Based on Rules and Transformers: Deidentification Algorithm Development and Validation Study.

Jiaxing LiuShalini GuptaAipeng ChenChen-Kai WangPratik MishraHong-Jie DaiZoie Shui-Yee WongJitendra Jonnagaddala
Published in: Journal of medical Internet research (2023)
The OpenDeID pipeline is a hybrid deidentification pipeline to deidentify SHI entities in unstructured EHR text notes. The pipeline has been evaluated on a large multicenter corpus. External validation will be undertaken as part of our future work to evaluate the effectiveness of the OpenDeID pipeline.
Keyphrases
  • electronic health record
  • randomized controlled trial
  • systematic review
  • machine learning
  • clinical decision support
  • smoking cessation
  • clinical trial
  • cross sectional
  • double blind