Drug overdose remains a significant public health challenge globally, posing a critical risk to individuals across various demographics and lifestyles. Understanding the risk factors and identifying high-risk times are essential for preventing these potentially fatal incidents. The complexity of drug overdose risk is multifaceted, influenced by physiological, psychological, and social factors, as well as the characteristics of the drugs themselves.