  Swept bias experiments carried out on Josephson junctions yield the
distributions of the probabilities of early switching from the zero voltage
state. Kramers' theory of thermally activated escape from a one-dimensional
potential is well known to fall short of explaining such experiments when the
junctions are at millikelvin temperatures. We propose a simple revision of the
theory which is shown to yield extremely good agreement with experimental data.
