MGRN: toward robust drug recommendation via multi-view gating retrieval network.

ABSTRACT:

Motivation

Drug recommendation aims to allocate safe and effective drug combinations based on the patient's health status from electronic health records, which is crucial to assist clinical physicians in making decisions. However, the existing drug recommendation works face two key challenges: (i) difficulty in fully representing the patient's health status leads to biased drug representation; (ii) only focusing on diagnostic representations of multiple visits, neglecting the modeling of patient drug history.

Results

To address the above limitations, we propose a multi-view gating retrieval network (MGRN) for robust drug recommendation. We design visit-, sequence-, and token-level views to provide different perspectives on the interaction between patients and drugs, obtainin

SUBMITTER: Meng F 

PROVIDER: S-EPMC11470236 | biostudies-literature | 2024 Oct

REPOSITORIES: biostudies-literature