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Author

Ali H. Algumaei

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Review Open access Sep 2026

AI-enabled and comparator digital interventions for adolescent mental health (2020–2025): early detection, human–AI collaboration, and ethical governance—a PRISMA-ScR scoping review

Mental health difficulties among adolescents and youth (ages 10–24) are increasing globally, yet early intervention remains impeded by stigma, service shortages, and cultural barriers. AI-enabled technologies including chatbots, automated screening tools, and machine learning-based predictive models have been propo...

N. M. Yaacob, Mohamed Doheir, Ali H. Algumaei et al. · 0 citations

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