I'll tell you what has happened to me on many occasions (far too many to count).

I've thought that one horse appeared to be the obvious winner as soon as I looked at the field. Then I've gone and studied it a bit more or listened to all the 'experts' opinions and I've gone off my original selection. Well, you know the rest.