The estimate-confidence relation is not linear. In my experience it follows some kind of S-curve, with 0% confidence approaching impossibly short times and 100% approaching infinity (like a logistic function).
https://www.wolframalpha.com/input?i=gamma+distribution+with...
And the confidence distribution would be:
https://www.wolframalpha.com/input?i=cumulative+gamma+distri...