MIT-LCP / MIT-LCP/mimic-code

Disease names are anonymised

Open
#1,548 1 comment 0 reactions 0 assignees View on GitHub

Nobody has claimed this yet.

Dominant language
Jupyter Notebook
Stars
3.4k
Forks
1.7k
PR merge metrics
No merged PRs in 30d

Description

Prerequisites
Description

I believe this is a difficult error to fix as it's related to the algorithm to de-identify the clinical notes. I've seen multiple examples of disease names being anonymized since they contain a name in them—for example, Lewis Body Dementia, Creutzfeldt-Jakob disease, etc. This makes the data noisy for automated medical coding, which many are using it for. Will it be possible to fix this issue?

Example:

hadm_id: 23052089 from MIMIC-IV

ACUTE/ACTIVE ISSUES:

___ disease
___ Body Dementia
#Visual Hallucinations
The patient appears to have acute on chronic progression of his
___ disease. Unclear if this is disease progression or

Contributor guide

No contributing guide indexed for this repository

First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

The issue names no repository file, test, or entry point. Start by reviewing the MIMIC online documentation and the de-identification process behind the MIMIC-IV example with hadm_id 23052089. Done would require an agreed way to prevent disease names such as Lewis Body Dementia and Creutzfeldt-Jakob disease from being anonymised, followed by validation on affected notes.

Written by the indexing model from the issue text.

Assessment

Domain
data, security
Issue type
Bug
Difficulty
5/5
Estimated time
Over a week
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
25/100

Get new issues in your inbox

A short digest of beginner-friendly GitHub issues.