Identifying fear-related nightmares in children is particularly challenging, as young children often struggle to articulate their experiences or recall dream content. These nightmares, however, can severely disrupt sleep, hinder academic performance, and heighten psychological vulnerability, underscoring the need foraccurate and early prediction for effective intervention. This study explores...