[j7ake]

The Bayesian formulation for the likelihood function would make this squared error explicitly clear.

[stared]

For Gaussian uncertainty. Which still makes it a much more natural assumption than any other I know.

[klodolph]

Bayesian formulations are not necessary, the Gaussian is the maximum entropy distribution for known mean and squared error.