d20 is flat probability, and small numbers are dwarfed by the dice odds. Crits happen a lot (10% total)
2d10 has a semi-bell curve form, and makes smaller modifiers more meaningful. Crits happen rarely (2% of total)
3d6 is a bell curve but has weirder math, and makes small modifiers extremely meaningful, Crits almost never happen (<1%)