I know when I look... the cover plays a part in determining if I will read the blurb.. the blurb plays a part in determining if I will look at the reviews.. the reviews play a part in if I will read the book... but that only maters for unknown books.
Books that are recommended by trusted recomenders, or by an author I like pretty much are shoe-ins.