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pubmed-pico
wmotte/pubmed-pico
pubmed-pico is a machine learning model from wmotte. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as cc-by-2.0.
This is a fine-tuned multi-class NER model for PICO labels within PubMed biomedical database abstracts, trained with NERDA.
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Updated Feb 20, 2023
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438 MB
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At a glance
- License
- cc-by-2.0
- Access
- Public
- Created
- Feb 20, 2023
- Updated
- Feb 20, 2023
- SHA
- 395a484f
Model card
From the Hugging Face model README
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 |
- License
- cc-by-2.0
- Languages
- en
- Created
- Feb 20, 2023
- Updated
- Feb 20, 2023