Selecting features with NULL Geometry from Shapefiles using QGIS?

In QGIS 2.12 I have been able to select records with the Select By Expression function and

 $geometry IS NULL

You can see the selected objects in the attribute table (since they obviously won't appear on the map).

This might work in earlier versions, and would save folks from scripting in Python, as per Jake's answer.