Background Advancing evidence-based. tailored interventions for substance use disorders (SUDs) requires understanding temporal directionality while upholding ecological validity. Previous studies identified loneliness and craving as pivotal factors associated with alcohol consumption. yet the precise directionality of these relationships remains ambiguous. https://www.rawafricaonline.com/