A neuro-symbolic method for understanding free-text medical evidence

OBJECTIVE: We introduce Medical evidence Dependency (MD)–informed attention, a novel neuro-symbolic model for understanding free-text clinical trial publications with generalizability and interpretability. MATERIALS AND METHODS: We trained one head in the multi-head self-attention model to attend to...

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Detalles Bibliográficos
Autores principales: Kang, Tian, Turfah, Ali, Kim, Jaehyun, Perotte, Adler, Weng, Chunhua
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
Materias:
Research and Applications
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8135980/
https://www.ncbi.nlm.nih.gov/pubmed/33956981
http://dx.doi.org/10.1093/jamia/ocab077

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8135980/
https://www.ncbi.nlm.nih.gov/pubmed/33956981
http://dx.doi.org/10.1093/jamia/ocab077

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