kormilitzin/en_core_spancat_med7_trf

Feature	Description
Name	en_core_spancat_med7_trf
Version	3.4.2.1
spaCy	>=3.4.2,<3.5.0
Default Pipeline	transformer, spancat
Components	transformer, spancat
Vectors	514157 keys, 514157 unique vectors (300 dimensions)
Sources	n/a
License	MIT
Author	Andrey Kormilitzin

Label Scheme

View label scheme (8 labels for 1 components)

Component	Labels
spancat	DOSAGE, MEDINFO, DRUG, STRENGTH, FREQUENCY, ROUTE, DURATION, FORM

Accuracy

Type	Score
SPANS_SC_F	83.10
SPANS_SC_P	83.32
SPANS_SC_R	82.88
TRANSFORMER_LOSS	1176.39
SPANCAT_LOSS	36025.42

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}
}