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2025. Beyond Biosensors: A Supervised Machine Learning Framework For Classification of Synthetically Defined Emotional States Inference Using Behavioural And Interaction-Based Proxies In Digital. International Journal of IT Management and Commerce. 2, 4 (Nov. 2025), 45–56. DOI:https://doi.org/10.67896/81pv8t73.