Understanding the stability of medical concept embeddings
Sign Up to like & getrecommendations! Published in 2021 at "Journal of the Association for Information Science and Technology"
DOI: 10.1002/asi.24411
Abstract: Frequency is one of the major factors for training quality word embeddings. Several studies have recently discussed the stability of word embeddings in general domain and suggested factors influencing the stability. In this work, we… read more here.
Keywords: frequency; stability medical; medical concept; stability ... See more keywords
Distant supervision for medical concept normalization
Sign Up to like & getrecommendations! Published in 2020 at "Journal of Biomedical Informatics"
DOI: 10.1016/j.jbi.2020.103522
Abstract: Abstract We consider the task of Medical Concept Normalization (MCN) which aims to map informal medical phrases such as “loosing weight” to formal medical concepts, such as “Weight loss”. Deep learning models have shown high… read more here.
Keywords: concept; concept normalization; medical concepts; medical concept ... See more keywords