---
language:
- en
tags:
- Token Classification
widget:
- text: >-
    The FDA approved deucravacitinib for moderate-to-severe plaque psoriasis in
    adult patients.
  example_title: example 1
metrics:
- accuracy
---

This is a model to detect treatment and disease mentions in texts from health domains.
The dataset used for training consists of [PubMed's abstracts](https://www.ncbi.nlm.nih.gov/guide/howto/dwn-records/) and [tweets](https://developer.twitter.com/en/use-cases/do-research) with disease mentions, which are publicly available. It has been semi-automatically labeled with a set of regex rules made ad hoc to find treatment-disease links.

The label ```t``` is used for treatment (medication, procedures, etc.) and ```d``` for disease mentions.

The current F1 score (Seqeval) is 0.91