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kormilitzin/en_core_spancat_med7_trf

sourceHugging Facemitupdated 4y agoView on Hugging Face
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Model Card
FeatureDescription
Nameen_core_spancat_med7_trf
Version3.4.2.1
spaCy>=3.4.2,<3.5.0
Default Pipelinetransformer, spancat
Componentstransformer, spancat
Vectors514157 keys, 514157 unique vectors (300 dimensions)
Sourcesn/a
LicenseMIT
AuthorAndrey Kormilitzin

Label Scheme

<details>

<summary>View label scheme (8 labels for 1 components)</summary>

ComponentLabels
`spancat`DOSAGE, MEDINFO, DRUG, STRENGTH, FREQUENCY, ROUTE, DURATION, FORM

</details>

Accuracy

TypeScore
SPANS_SC_F83.10
SPANS_SC_P83.32
SPANS_SC_R82.88
TRANSFORMER_LOSS1176.39
SPANCAT_LOSS36025.42

BibTeX entry and citation info

bibtex
@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}
}