Taste ratings predicted children's choice of most healthy snacks.
Children accurately rated healthy and unhealthy products' healthfulness.
Healthful ratings did not increase healthy food choices or predict perceived taste.
Nutrition education alone is unlikely to improve children's diets.
A simulated online grocery store may help better understand children's food choices.