Qualify by Vera Nazarian (2014) Norilana Books 

Earth will be destroyed by an asteroid that is too big to move off path - this is what the residents of Atlantis have returned from their far-off planet tell us - only teenagers can withstand the journey through space and there is only room for so many - so they must qualify for a position on the space fleet.  Can a nerd and her siblings qualify?