At least sometimes, people may say "extraordinary claims require extraordinary evidence" when they mean "your large novel claim has set off my fraud risk detector; please show me how you're not a scam."

In other words, the caution being expressed is not about prior probabilities in the natural world, but rather the intentions and morals of the claimant.