Construction of Genealogical Knowledge Graphs From Obituaries: Multitask Neural Network Extraction System.

Kai He Lixia Yao JiaWei Zhang Yufei Li Chen Li

Published in: Journal of medical Internet research (2021)

In this work, we discussed the meaning of GKGs for biomedical research, presented a new version of a corpus with a predefined family relationship map and augmented training data, and proposed a multitask deep neural system to construct and assemble GKGs. The results show our system can extract and demonstrate the potential of enriching EHR data for more genetic research. We share the source codes and system with the entire scientific community on GitHub without the corpus for privacy protection.

Keyphrases

neural network
electronic health record
big data
healthcare
mental health
oxidative stress
artificial intelligence
machine learning
health information
copy number
gene expression
deep learning
high density
climate change