A simple model of accretion onto magnetized neutron stars predicts a l
arge luminosity change during a transition from magnetospheric accreti
on to neutron star accretion. It is pointed out that, for this model,
the ratio of the minimum neutron star accretion luminosity and maximum
magnetospheric accretion luminosity depends on just the neutron star
density and rotation period. Hence, the detection of such a luminosity
gap would, at least in principle, give direct insight into the mass-r
adius relationship of neutron stars. Some potential problems that may
affect this measurement are also discussed and some observational resu
lts are briefly reviewed.