crossrefJournal of Healthcare Informatics Research2026-07-10
A Systematic Review of Deep Learning and Machine Learning Applications in Longitudinal Multimodal Clinical Data
Jinqian Pan, Tienyu Chang, Mengxian Lyu, Weimin Meng, Qingyu Wang, Yiling Ma, et al.
Abstract Artificial intelligence (AI) is increasingly applied in healthcare to support diagnosis and treatment by leveraging longitudinal multimodal data, despite persistent challenges such as missing data and heterogeneity. This systematic review, conducted in accordance with PR…