Annotated MIMIC-IV discharge summaries for a study on deidentification of names
收藏DataCite Commons2023-07-05 更新2025-04-16 收录
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https://physionet.org/content/discharge-summary-templates/1.0/
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资源简介:
We introduce a dataset of people's names and clinical note templates to
support research on the demographic bias of de-identification systems. The
dataset contains 16 name sets that vary along four demographic dimensions:
gender, race, name popularity, and the decade of popularity. It also includes
100 clinical templates manually curated from MIMIC-IV discharge summaries.
These templates are then populated with names generated from the 16 name sets
to investigate the demographic bias in nine public and private de-
identification methods. The dataset provides a valuable resource for
researchers who are interested in understanding and mitigating the unfairness
of de-identification systems.
提供机构:
PhysioNet
创建时间:
2023-05-10



