If a “category of claims” has shared causal structure, then the category’s track record absolutely does tell you something about the next claim in it.

It’s not arbitrary. Alien UFOs, Chem-Trails, and Flat Earth are obviously all generated from the same distribution of bullshit: ambiguous or misunderstood phenomena explained by positing a vast hidden conspiracy.