I saw a "how do you make a good pick from an unknown selection?" article a couple of decades ago in the Observer which basically boiled down to "Always reject the first item; then pick the one which isn't glaringly worse."

Seems reasonably sound, statistically, based off some Monte Carlo simulations I did.