Fabric production emerged as the dominant source of both emissions and data uncertainty in a cradle-to-gate assessment of a 150 g cotton T-shirt. The physical-based carbon accounting analysis estimated a total footprint of 1.3706 kg CO2e, with an overall uncertainty of ±13.81% across defined manufacturing stages and processes.