This was a rec by my library and the blurb sounded too much like Doctor Who and River Song to ignore it. It even starts with a runaway bride in a Time Machine ;)
But no, it is a very nice story and has no further similarities. Science fiction and time travel with the old question of can you save the present by changing the past and save people?