Reroll the Ones and the Die Is Worth Four
Three and a half is the exact average of a plain die, which is why it survives being double-checked. The rule does not reweight six outcomes, it deletes one, leaving a uniform payoff on five faces and an answer of four. The procedure costs 1.2 rolls on average, and the version where the reroll is your choice is a different game worth 4.25.