How does an opportunity cost differ from a trade-off?

An opportunity cost is the loss of possible gain from other alternatives when one is chosen, a trade-off is the course of action given up to perform the preferred plan of action (or campaign or attack).

independent innovation during the abbasid caliphate

i guess so you did not explain the answer clearly so i can't