This worked great, except if we wanted to work over the weekend, since if we left the screen alone for more than a few minutes, the screen lock would kick in and we'd lose the session.
Our solution? We purchased a small fan with an oscillation mode, and tied a mouse to it. We then had the fan drag the mouse ever so slightly back and forth whenever we wanted to step away from the remote session. Kept it going for weeks.