Pu-Xiang Zhuang

Explainable AI-Driven Early Warning of Adolescents' Social-Value and Emotional Risks on Social Media Using Transformer-SHAP Fusion

This study constructed a hierarchical early warning system for identifying adolescents' social text emotions and ideological values. It was developed because existing models lacked systematic risk classification, ignored ideological dimensions, and had uninterpretable black-box defects that hindered practical education...