Science does not aim, primarily, at high probabilities. It aims at a high informative content, well backed by experience. But a hypothesis may be very probable simply because it tells us nothing, or very little.
The Logic of Scientific Discovery, Appendix ix (p. 399), Basic Books, Inc. 1959