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The HMS Scrubber builds on years of community progress in de-identification and NLP. 
In 2006, Beckwith developed and validated a rule based system to de-identify pathology reports. 
This widely accessed de-id program performed well in the pathology environment setting and was approved by the four IRBs at Harvard teaching hospitals. 

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