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Create and use de-identified research databases. Preprocess, extract text, anonymise/de-identify, link, apply natural language processing, query for research, manage consent for contact.

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ucam-department-of-psychiatry/crate

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Clinical Records Anonymisation and Text Extraction (CRATE)

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Purpose

Create and use de-identified databases for research.

  • Anonymises relational databases.
  • Extracts and de-identifies text from associated binary files.
  • Performs some specific preprocessing tasks; e.g.
    • preprocesses some specific databases (e.g. Servelec RiO EMR);
    • drafts a "data dictionary" for anonymisation, with special knowledge of some databases (e.g. TPP SystmOne);
    • fetches some word lists, e.g. forenames/surnames/eponyms.
  • Provides tools to link databases, including via Bayesian personal identity matching, in identifiable or de-identified fashion.
  • Provides a natural language processing (NLP) pipeline, including built-in NLP, support for external tools, and client/server support for the Natural Language Processing Request Protocol (NLPRP).
  • Web app for
    • querying the anonymised database;
    • providing a de-identification API;
    • managing a consent-to-contact process.

Documentation

See https://crateanon.readthedocs.io

Sources

Licence

  • Copyright (C) 2015, University of Cambridge, Department of Psychiatry. Created by Rudolf Cardinal (rnc1001@cam.ac.uk).
  • Licensed under the GNU GPL v3+: see LICENSE file.
  • Some third-party libraries have slightly different licences; see the documentation.

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Create and use de-identified research databases. Preprocess, extract text, anonymise/de-identify, link, apply natural language processing, query for research, manage consent for contact.

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