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Author

John Rover R. Sinag

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Conference Jul 2026

A Capability–Compliance–Sustainability Framework for Future Multimedia Design Ecosystems

The transformation of multimedia design is experiencing structural shifts based on AI, interoperability, and regulatory considerations. Previous research focused on each of these factors individually; however, little attention was paid to their interactions in an integrated approach. In this paper, the Capability-Compl...

John Rover R. Sinag · 0 citations
Conference Jul 2026

Bias-Aware Systematic Review of AI-Based Mental Health Detection Using Social Media: A PRISMA and PROBAST(+AI) Analysis

This study presents a bias-aware systematic review of artificial intelligence (AI)-based mental health detection using social media data from 2015 to 2025. Guided by PRISMA 2020 and PROBAST(+AI), records from IEEE Xplore, Scopus, and Web of Science were screened from 3,861 initial records to 308 included studies. Resul...

John Rover R. Sinag, Janela Reis Babaran-Sinag · 0 citations

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