Web-Based Application Based on Human-in-the-Loop Deep Learning for Deidentifying Free-Text Data in Electronic Medical Records: Development and Usability Study
Web-Based Application Based on Human-in-the-Loop Deep Learning for Deidentifying Free-Text Data in Electronic Medical Records: Development and Usability Study
Leibo Liu
1
, PhD ;
Oscar Perez-Concha
1
, PhD ;
Anthony Nguyen
2
, PhD ;
Vicki Bennett
3
, MHS ;
Victoria Blake
4
, MSc ;
Blanca Gallego
1
, PhD ;
Louisa Jorm
1
, PhD
1
Centre for Big Data Research in Health, University of New South Wales, Sydney, Australia
2
Australian e-Health Research Centre (AEHRC), Commonwealth Scientific and Industrial Research Organisation (CSIRO), Brisbane, Australia
3
Metadata, Information Management and Classifications Unit (MIMCU), Australian Institute of Health and Welfare, Canberra, Australia
4
Eastern Heart Clinic, Prince of Wales Hospital, Randwick, Australia
Corresponding Author:
-
Leibo Liu, PhD
-
Centre for Big Data Research in Health
-
University of New South Wales
-
Level 2, AGSM Building
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G27, Botany St
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Sydney, 2052
-
Australia
-
Phone:
61 290657847
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Fax: 61 290657847
-
Email: z5250377@ad.unsw.edu.au