psyBERTpt / README.md
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metadata
language: pt
widget:
  - text: >-
      Paciente vem a este serviço em busca de renovação de receita. Em uso de
      sertralina + fluoxetina.
  - text: Tentativa de suicídio  2 semanas, porém agora nega ideação suicida.
  - text: >-
      EEM: Calmo, fala normal, sem alterações de pensamento. Relata insônia
      inicial.
metrics:
  - accuracy 0.65
tags:
  - medical
pipeline_tag: token-classification

Portuguese Clinical NER - Psychiatric Specialized

This model is the first clinical psychiatric specialized model for the portuguese language. We annotated 9 categories from admission notes of an emergency specialized hospital of psychiatry in Brazil. The article: PsyBERTpt: A Clinical Entity Recognition Model for Psychiatric Narratives, is waiting to be published.

NER Categories:

  • Self-Destructive Behavior
  • Diagnosis
  • Drug
  • Pharmaceutical
  • Psychic Function
  • Family History
  • Patient History
  • Observation
  • Symptom and Psychological Complaint

Acknowledgements

this model can only be developed thanks to the fantastic work of committed people, who are part of the following institutions:

  • Universidade Estadual Paulista Júlio de Mesquita Filho - UNESP
  • Faculdade de Medicina de São José do Rio Preto - FAMERP
  • Pontífica Universidade Católica do Paraná - PUCPR
  • Hospital Dr. Adolfo Bezerra de Menezes - HABM

Citation

 Waiting to be published

Questions?

Post a Github issue on the psyBERTpt repo.