Phase shift oscillators are circuits that generate sinusoidal outputs by utilizing a phase shift network to provide 180 degrees of phase shift and a feedback amplifier that contributes another 180 degrees, achieving a total phase shift of 360 degrees or 0 degrees around a loop. This condition, known as Barkhausen's criterion, ensures sustained oscillations at a desired frequency while maintaining a stable and consistent output.