Open AccessA neuro-symbolic method for understanding free-text medical evidence
Author(s) -
Tian Kang,
Ali Turfah,
Jae Hyun Kim,
Adler J. Perotte,
Chunhua Weng
Publication year - 2021
Publication title -
journal of the american medical informatics association
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.614
H-Index - 150
eISSN - 1527-974X
pISSN - 1067-5027
DOI - 10.1093/jamia/ocab077
Subject(s) - generalizability theory , interpretability , computer science , artificial intelligence , inference , natural language processing , machine learning , comprehension , robustness (evolution) , cognitive psychology , psychology , developmental psychology , programming language , biochemistry , chemistry , gene
We introduce Medical evidence Dependency (MD)-informed attention, a novel neuro-symbolic model for understanding free-text clinical trial publications with generalizability and interpretability.