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The Challenges of Creating a Gold Standard for De-identification Research.

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Browne AC, Kayaalp M, Dodd Z, Sagan, P, McDonald CJ
AMIA Annu Symp Proc. 2014 Nov 14;2014:353-8. eCollection 2014.
Abstract: 

We created a Gold Standard corpus comprised over 20,000 records of annotated narrative clinical reports for use in the training and evaluation of NLM Scrubber, a de-identification software system for medical records. Our experience with designing the corpus demonstrated the conceptual complexity of the task.

Browne AC, Kayaalp M, Dodd Z, Sagan, P, McDonald CJ. The Challenges of Creating a Gold Standard for De-identification Research. AMIA Annu Symp Proc. 2014 Nov 14;2014:353-8. eCollection 2014.