Marsolo, K (2012). Large-scale evaluation of automated clinical note.  Journal of the American Medical Informatics Association 20(1), pg. 84-94.

A cross-sectional study that included 3503 stratified, randomly selected clinical notes (over 22 note types) from five million documents produced at one of the largest US pediatric hospitals. Sensitivity, precision, F value of two automated de-identification systems for removing all 18 HIPAA-defined protected health information elements were computed. 

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