Graph neural networks for clinical risk prediction based on electronic health records: A survey

• Published in: Journal of biomedical informatics Vol. 151; p. 104616
• Main Authors: Oss Boll, Heloísa, Amirahmadi, Ali, Ghazani, Mirfarid Musavian, Morais, Wagner Ourique de, Freitas, Edison Pignaton de, Soliman, Amira, Etminani, Farzaneh, Byttner, Stefan, Recamonde-Mendoza, Mariana
• Format: Journal Article
• Language: English
• Published: United States Elsevier Inc 01.03.2024
• Subjects: Artificial intelligence; Deep learning; Electronic health records; Graph neural networks; Graph representation learning; IDC; Keyword; CNN; LSTM; Keyword; GNN; GAE; Graph neural networks; GRU; EHR; Deep learning; Graph representation learning; GCN; RNN; GAT; Electronic health records; Artificial intelligence

This study aims to comprehensively review the use of graph neural networks (GNNs) for clinical risk prediction based on electronic health records (EHRs). The primary goal is to provide an overview of the state-of-the-art of this subject, highlighting ongoing research efforts and identifying existing...