The sigmoid is the poserior distribution from Gaussian likelihoods

[Geoffrey Hinton]

This result (for a single output unit) was published by Hinton and Nowlan in
1990 in Neural Computation (Vol 2 page 359).  But it is unlikely that this was
the first publication.

Geoff