Connecting Vision and Emissions: A Behavioural AI Approach to Carbon Estimation in Road Design. - Ammar K. Al Mhdawi; Nonso Nnamoko; Safanah Mudheher Raafat; M. K. S. Al-Mhdawi; Amjad J. Humaidi (CoRR, 2025)