For getting rid of duplicates, the "use of reference management software is recommended." (Cochrane Handbook, version 6.3, section 4.4)
De-duplicating in Mendeley
After this video was created, a new version of Mendeley was released that has a basic de-duplication feature based on Digital Object Identifier (DOI), but you should still follow the methods in this video.