Pretty simple really;
Solid blue circle: Movie unwatched.
Half blue circle: Movie partially watched, not completed. Will resume at the point you stopped watching when you next play it.
It will completely disappear once you've watched the movie completely for the first time, or until you right click on the artwork/title/whatever and select "mark as unwatched".
Beaten to the punch... LOL.