My first job was a Product Development Engineer for a certain fasteners (screw,bolt,etc) manufacturing company. My main job on that company was to design bolts/screws according to the needed specs by customers. My simple definition of both are: Bolts are flat tip. Screws are pointed tip. I agree with the OP but "Bolt On Neck" just sounds nicer.