Arctic is the odd one out.
If the list is Pacific, Atlantic, Indian, Arctic → all are oceans.
If Mediterranean, Caribbean, Baltic, Arctic → Arctic is the only ocean.
Strictly: Arctic is an ocean (smallest, shallowest). Mediterranean is a sea. So the question may be flawed.
In many quizzes, "Arctic" is the answer because it's the only one that's not a major ocean basin in the traditional "three oceans" model (Pacific, Atlantic, Indian)—or because it's mostly ice-covered.
Scientifically: All four are oceans. The Mediterranean is a marginal sea.