We show a much simpler derivation of the modified gain function for the bearings only measurement problem as defined by Song and Speyer [1]. The new form of the gain is more numerically stable than the original form. We also show the relationship between the modified gain and the standard gain of an extended Kalman filter. Finally, we confirm that the modified gain extended Kalman filter does indeed perform better than the standard extended Kalman filter.