Why a raw price is never a probability
A two-sided market posted at -110 / -110 52.4% on each side, which sums to 104.8%. That extra 4.8% is the — the book's margin. Treating the raw implied number as a probability means you are betting into a price that is guaranteed to be too short on both sides at once, so the first step in any honest calculation is removing that margin.