Yaacob, Noorayisahbe Mohd and Doheir, Mohamed and Algumaei, Ali and Al-Andoli, Mohammed Nasser and Alsayaydeh, Jamil Abedalrahim Jamil and Elzamly, Abdelrafe and Basari, Abd Samad Hasan (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. Frontiers in Child and Adolescent Psychiatry, 5. ISSN 2813-4540

Algumaei, Ali and Mohd Yaacob, Noorayisahbe and Doheir, Mohamed and Al-Andoli, Mohammed Nasser and Algumaie, Mohammed (2025) Symmetric Therapeutic Frameworks and Ethical Dimensions in AI-Based Mental Health Chatbots (2020–2025): A Systematic Review of Design Patterns, Cultural Balance, and Structural Symmetry. Symmetry, 17 (7). p. 1082. ISSN 2073-8994