You have to trust the flight deck guys.
There was a crash at Birmingham UK a few years ago where a private jet carrying Massey Ferguson boss and colleagues back to the US crashed on TO about this time of year - due to not deicing the wings I believe. It certainly wasn't a freezing cold day though, and I used to work half a mile away.