es_breast_cancer_ehr_ner

Alvaro8gb/es_breast_cancer_ehr_ner

es_breast_cancer_ehr_ner is a token classification model from Alvaro8gb. Use it when you need labels on individual words, such as names. It is set up for spacy. The card lists the license as mit.

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At a glance

Task: Token Classification
Library: spacy
License: mit
Access: Public
Created: Aug 13, 2024
Updated: Aug 13, 2024
SHA: 4645e1c8

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Model card

From the Hugging Face model README

Breast Cancer Diagnosis NER model

Feature	Description
Name	`es_BreastCancerNER`
Version	`0.0.0`
spaCy	`>=3.5.0,<3.6.0`
Default Pipeline	`transformer`, `ner`
Components	`transformer`, `ner`
Vectors	0 keys, 0 unique vectors (0 dimensions)
Sources	n/a
License	`mit`
Author	Álvaro García Barragán

Label Scheme

<details> <summary>View label scheme (21 labels for 1 components)</summary>

Component	Labels
`ner`	`CANCER_CONCEPT`, `CANCER_EXP`, `CANCER_GRADE`, `CANCER_INTRTYPE`, `CANCER_LOC`, `CANCER_MET`, `CANCER_REC`, `CANCER_STAGE`, `CANCER_SUBTYPE`, `CANCER_TYPE`, `DATE`, `IMPLICIT_DATE`, `MOLEC_MARKER`, `SURGERY`, `TNM`, `TRAT`, `TRAT_DRUG`, `TRAT_FREQ`, `TRAT_INTERVAL`, `TRAT_QUANTITY`, `TRAT_SHEMA`

</details>

Accuracy

Type	Score
`ENTS_F`	93.21
`ENTS_P`	92.46
`ENTS_R`	93.97
`TRANSFORMER_LOSS`	45014.63
`NER_LOSS`	1216054.67

Citation

If you use our work in your research, please cite it as follows:

@INPROCEEDINGS{garcia-barraganCBMS2023,
  author={García-Barragán, Alvaro and Solarte-Pabón, Oswaldo and Nedostup, Georgiy and Provencio, Mariano and Menasalvas, Ernestina and Robles, Victor},
  booktitle={2023 IEEE 36th International Symposium on Computer-Based Medical Systems (CBMS)},
  title={Structuring Breast Cancer Spanish Electronic Health Records Using Deep Learning},
  year={2023},
  pages={404-409},
  keywords={Natural Language Processing (NLP), Information extraction, Deep Learning, Breast cancer.},
  doi={10.1109/CBMS58004.2023.00252}
}

Task: Token Classification
Library: spacy
License: mit
Languages: es
Created: Aug 13, 2024
Updated: Aug 13, 2024