Follow your heart. If it is saying try the Sci-Fi novel go for it. Also, don't be afraid to change direction if it's turned into a total chore after a week.
Knowing you the book with be great with lots of nerdy science backing that nerds like me will like, but that means it'll be a lot of work to write.