My research methods professor loved stressing this

You should never just take a raw number or percentage and say "that's clearly what's going on here". Like you said, you should use it to consider what decisions to make but you shouldn't always make your decision soley based on it. After all the objective of the game is scoring more points and not just scoring higher probabilities.