[igf]

> What's the argument that this is gambling?

I suppose because you pay a small amount of money and you may or may not get something valuable out, which makes it effectively gambling from the bidder's point of view.

> but I don't see where this is a game of chance instead of a consequence of who is participating

From the point of view of an individual bidder, "who else is participating" is a matter of chance.