socialdisner / README.md
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metadata
language:
  - es
tags:
  - biomedical
  - clinical
  - spanish
multilinguality:
  - monolingual
task_categories:
  - token-classification
task_ids:
  - named-entity-recognition
license:
  - cc-by-4.0
pretty_name: SocialDisNER
dataset_info:
  features:
    - name: text
      dtype: string
    - name: tokens
      sequence: string
    - name: ner_tags
      sequence:
        class_label:
          names:
            '0': B-ENFERMEDAD
            '1': I-ENFERMEDAD
            '2': O
  splits:
    - name: train
      num_bytes: 4413026
      num_examples: 4228
    - name: validation
      num_bytes: 776702
      num_examples: 747
    - name: test
      num_bytes: 2144590
      num_examples: 2500
  download_size: 2591407
  dataset_size: 7334318
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train-*
      - split: validation
        path: data/validation-*
      - split: test
        path: data/test-*
train-eval-index:
  - task: token-classification
    task_id: token_classification
    splits:
      train_split: train
      eval_split: test
    metrics:
      - type: f1
        name: f1

SocialDisNER

This is a third party reupload of the SocialDisNER dataset.

This dataset is part of a benchmark in the paper A comparative analysis of Spanish Clinical encoder-based models on NER and classification tasks.

Citation Information

@article{10.1093/jamia/ocae054,
    author = {García Subies, Guillem and Barbero Jiménez, Álvaro and Martínez Fernández, Paloma},
    title = {A comparative analysis of Spanish Clinical encoder-based models on NER and classification tasks},
    journal = {Journal of the American Medical Informatics Association},
    volume = {31},
    number = {9},
    pages = {2137-2146},
    year = {2024},
    month = {03},
    issn = {1527-974X},
    doi = {10.1093/jamia/ocae054},
    url = {https://doi.org/10.1093/jamia/ocae054},
}

Citation Information of the original dataset

@inproceedings{gasco-sanchez-etal-2022-socialdisner,
    title = "The {S}ocial{D}is{NER} shared task on detection of disease mentions in health-relevant content from social media: methods, evaluation, guidelines and corpora",
    author = "Gasco S{'a}nchez, Luis  and
      Estrada Zavala, Darryl  and
      Farr{'e}-Maduell, Eul{\`a}lia  and
      Lima-L{'o}pez, Salvador  and
      Miranda-Escalada, Antonio  and
      Krallinger, Martin",
    booktitle = "Proceedings of The Seventh Workshop on Social Media Mining for Health Applications, Workshop {\&} Shared Task",
    month = oct,
    year = "2022",
    address = "Gyeongju, Republic of Korea",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2022.smm4h-1.48",
    pages = "182--189",
}