metadata
license: cc-by-2.0
language:
- en
tags:
- pico
- pubmed
- ner
- pubmedbert
PubMed PICO extraction (NER model)
This is a fine-tuned multi-class NER model for PICO labels within PubMed biomedical database abstracts, trained with NERDA.
The mode predicts:
| Class | F1-Score | Precision | Recall |
|B-Patient | 0.72 | 0.69 | 0.76
|I-Patient | 0.77 | 0.74 | 0.81
|B-Intervention | 0.62 | 0.61 | 0.63 |
|I-Intervention | 0.70 | 0.70 | 0.71 |
|B-Control | 0.59 | 0.56 | 0.63 |
|I-Control | 0.62 | 0.64 | 0.61 |
|B-Outcome | 0.49 | 0.50 | 0.49 |
|I-Outcome | 0.56 | 0.63 | 0.51 |