Charushila D. Patil, & Atul Agawal. (2026). Context-Aware Sentiment Validation Framework for Cinematic Emotion Understanding Using Hierarchical Narrative Modeling and Causal Attributions. International Journal of Computer Information Systems and Industrial Management Applications, 18(2), 852–872. https://doi.org/10.70917/ijcisim-2026-3254