"Corresponding to the prior probability (50%) of the coin falling heads or tails, we now have some prior probability of Doom Soon or Doom Late."

Nice to just magically know this probability. I get that the actual number doesn't matter, but I worry about a predictor that doesn't care about any real probabilities based on observation.