Review
Open access
Aug 2026
Ordinal sentiment classification in cancer support forums: a controlled benchmark of machine learning and transformer models
These split-specific findings support transformer fine-tuning as a decision-support component for vulnerability-oriented monitoring, while emphasizing calibration, transparent error review, and human oversight rather than autonomous clinical assessment.
Zhongyan Wang, Yuchen Cao, Shuo Xu et al.
· Frontiers in Digital Health · 0 citations