metadata
widget:
- text: >-
procedure: single ap view of the chest comparison: none findings: no
surgical hardware nor tubes. lungs, pleura: low lung volumes, bilateral
airspace opacities. no pneumothorax or pleural effusion. cardiovascular
and mediastinum: the cardiomediastinal silhouette seems stable.
impression: 1. patchy bilateral airspace opacities, stable, but concerning
for multifocal pneumonia. 2. absence of other suspicions, the rest of the
lungs seems fine.
- text: >-
procedure: single ap view of the chest comparison: none findings: No
surgical hardware nor tubes. lungs, pleura: low lung volumes, bilateral
airspace opacities. no pneumothorax or pleural effusion. cardiovascular
and mediastinum: the cardiomediastinal silhouette seems stable.
impression: 1. patchy bilateral airspace opacities, stable. 2. some areas
are suggestive that pneumonia can not be excluded. 3. recommended to
follow-up shortly and check if there are additional symptoms
tags:
- text-classification
- pytorch
- transformers
- uncased
- radiology
- biomedical
- covid-19
- covid19
language:
- en
license: mit
COVID-RadBERT was trained to detect the presence or absence of COVID-19 within radiology reports, along an "uncertain" diagnostic when further medical tests are required.
Citation
@article{chambon_cook_langlotz_2022,
title={Improved fine-tuning of in-domain transformer model for inferring COVID-19 presence in multi-institutional radiology reports},
DOI={10.1007/s10278-022-00714-8}, journal={Journal of Digital Imaging},
author={Chambon, Pierre and Cook, Tessa S. and Langlotz, Curtis P.},
year={2022}
}