دورية أكاديمية

Ontology-aware Prescription Recommendation in Treatment Pathways Using Multi-evidence Healthcare Data.

التفاصيل البيبلوغرافية
العنوان: Ontology-aware Prescription Recommendation in Treatment Pathways Using Multi-evidence Healthcare Data.
المؤلفون: ZIJUN YAO, BIN LIU, FEI WANG, SOW, DABY, YING LI
المصدر: ACM Transactions on Information Systems; Oct2023, Vol. 41 Issue 4, p1-29, 29p
مستخلص: The article focuses on developing OntoPath, a personalized prescription recommendation framework, emphasizing its utilization of ontological knowledge and comprehensive patient profiling for chronic disease treatment pathways. The topics covered include leveraging domain knowledge, integrating longitudinal health conditions, and employing pre-training to enhance the model's performance, demonstrated through experiments on a large depression cohort.
قاعدة البيانات: Complementary Index