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Feature Description
Name en_core_spancat_med7_lg
Version 3.4.2.1
spaCy >=3.4.2,<3.5.0
Default Pipeline tok2vec, spancat
Components tok2vec, 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 85.21
SPANS_SC_P 91.52
SPANS_SC_R 79.71
TOK2VEC_LOSS 260.85
SPANCAT_LOSS 282817.13

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}
}
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