pyDeid: an improved, fast, flexible, and generalizable rule-based approach for deidentification of free-text medical records

pyDeid allows the flexibility to prioritize between performance and speed, as well as precision and recall, while addressing some of the gaps in functionality left by other tools. pyDeid is also generalizable to domains outside of clinical data and can be further customized for specific contexts or for particular workflows.

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Institutions

Publication Details

Journal
JAMIA Open
Published
2024-12-26
DOI
https://doi.org/10.1093/jamiaopen/ooae152
Citations
2
Primary Topic
Machine Learning in Healthcare
Type
article
Field-Weighted Citation Impact
0.69

Funders

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article

pyDeid: an improved, fast, flexible, and generalizable rule-based approach for deidentification of free-text medical records

Fahad A. Razak, Amol A. Verma, Radha Koppula, Surain B. Roberts et al.
2 citations
JAMIA Open
Machine Learning in Healthcare
0.69
article

pyDeid: an improved, fast, flexible, and generalizable rule-based approach for deidentification of free-text medical records

Fahad A. Razak, Amol A. Verma, Radha Koppula, Surain B. Roberts, Frances Pogacar, Saeha Shin, Vaakesan Sundrelingam, Chloé Pou-Prom, Shireen Parimoo
article en
2 citations

Abstract

pyDeid allows the flexibility to prioritize between performance and speed, as well as precision and recall, while addressing some of the gaps in functionality left by other tools. pyDeid is also generalizable to domains outside of clinical data and can be further customized for specific contexts or for particular workflows.

JAMIA OpenVol. 8(1)
St. Michael's Hospital (CA), University of Toronto (CA), Hospital for Sick Children (CA), Unity Health System (US), Health Solutions (Sweden) (SE), St Michaels Hospital (GB)
Canadian Cancer Society, Canadian Frailty Network, Canadian Institutes of Health Research, Natural Sciences and Engineering Research Council of Canada
Reduced inequalities
Openalex Percentile: Top 22%
Machine Learning in Healthcare
0.69
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pyDeid: an improved, fast, flexible, and generalizable rule-based approach for deidentification of free-text medical records — Fahad A. Razak, Amol A. Verma, et al. · JAMIA Open (2024) | TGRS Research Map | TGRS