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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

M. F. Zatrahadi

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4 papers indexed here

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Review Open access Sep 2026

Ai-enabled wearable and digital biomarkers for stress and mental health monitoring: a systematic literature review

Stress, anxiety, depression, and post-traumatic stress disorder (PTSD) carry a heavy burden. Yet the usual way we assess them still leans on episodic, self-reported instruments, which don't always reflect real life. Now wearable biosensors, smartphones, and artificial intelligence (AI) are opening the door to digital b...

I. Ifdil, Nur Adila Wafiqah Zulvi, M. F. Zatrahadi · 0 citations
Review Open access Sep 2026

Wearable sensing and deep learning for human activity and action recognition in sport and physical activity: a systematic review

The fast merging of sensors which can be worn, the interconnected network of things, and the power of artificial intelligence changed the game in measuring movements during sports and physical activity, however, the information on how such systems can detect various athletic activities is still scattered mainly within...

N. Zola, I. Ifdil, M. F. Zatrahadi · 0 citations
Review Open access Sep 2026

How psychological trauma shapes human decision-making: a systematic literature review of cognitive, emotional, and behavioral mechanisms

sychological trauma is a public-health concern that cuts across emotional well-being and everyday decision-making. Both trauma and decision-making have been studied extensively, yet the mechanisms that connect adverse experiences to altered choice remain scattered across neuroscience, clinical psychology, and behaviora...

I. Ifdil, Nur Adila Wafiqah Zulvi, M. F. Zatrahadi · 0 citations
Review Open access Sep 2026

Virtual reality-based psychological counseling and psychotherapy for mental health conditions: a systematic review of randomized controlled trials on applications and therapeutic effectiveness

Virtual reality (VR) has moved from laboratory prototypes into clinical counseling, yet its therapeutic value relative to conventional approaches remains debated. This systematic review mapped the counseling and psychotherapeutic applications of VR evaluated in randomized controlled trials and appraised their effective...

I. Ifdil, Nur Adila Wafiqah Zulvi, M. F. Zatrahadi · 0 citations

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