kormilitzin/en_core_med7_trf

Feature	Description
Name	en_core_med7_trf
Version	3.4.2.1
spaCy	>=3.4.2,<3.5.0
Default Pipeline	transformer, ner
Components	transformer, ner
Vectors	514157 keys, 514157 unique vectors (300 dimensions)
Sources	n/a
License	MIT
Author	Andrey Kormilitzin

Label Scheme

View label scheme (7 labels for 1 components)

Component	Labels
ner	DOSAGE, DRUG, DURATION, FORM, FREQUENCY, ROUTE, STRENGTH

Accuracy

Type	Score
ENTS_F	90.33
ENTS_P	88.22
ENTS_R	92.54
TRANSFORMER_LOSS	2502627.06
NER_LOSS	114576.77

BibTeX entry and citation info

@article{kormilitzin2021med7,
  title={Med7: A transferable clinical natural language processing model for electronic health records},
  author={Kormilitzin, Andrey and Vaci, Nemanja and Liu, Qiang and Nevado-Holgado, Alejo},
  journal={Artificial Intelligence in Medicine},
  volume={118},
  pages={102086},
  year={2021},
  publisher={Elsevier}
}