ARCH: Large-scale Knowledge Graph via Aggregated Narrative Codified Health Records Analysis.

Ziming GanDoudou ZhouEverett RushVidul A PanickanYuk-Lam Anne HoGeorge OstrouchovZhiwei XuShuting ShenXin XiongKimberly F GrecoChuan HongClara-Lea BonzelJun WenLauren CostaTianrun CaiEdmon BegoliZongqi XiaJ Michael GazianoKatherine P LiaoKelly ChoTianxi CaiJunwei Lu

Published in: medRxiv : the preprint server for health sciences (2023)

The proposed ARCH algorithm generates large-scale high-quality semantic representations and knowledge graph for both codified and NLP EHR features, useful for a wide range of predictive modeling tasks.

Keyphrases

healthcare
working memory
neural network
convolutional neural network
public health
aortic dissection
machine learning
deep learning
electronic health record
mental health