Foods cooked in oil, whether fried, sauteed or even roasted, were linked to weight gain, too.
But there's also a nuance to the things that appear to make kids fat: They pack calories, but don't fill anyone up.
"Just because a food has more calories doesn't mean it results in more weight gain," said Eric Finkelstein, who teaches at the Duke Global Health Institute at Duke University and is the study's lead author.
"There are foods, like potatoes, which aren't inherently bad for you because they fill you up," he said. "But when you turn them into french fries and potato chips, they tend to result in weight gain."
Why exactly that is is unclear, but it may have to do with the added fat.
Researchers have long studied why some foods are more satiating than others. A 1996 study found that fatty foods, surprisingly, tend to be less filling. Carbs and protein-dense foods, meanwhile, tend to be just the opposite. The problem, explained in Adam Drewnowski and Eva Almiron-Roig's 2010 book "Fat Detection," is probably that fats are more energy dense, but no more filling - so kids eat the same quantity, but consume more calories.
Finkelstein says that calories from liquids are particularly problematic, because they're less satiating than those from solid food. Sodas and other sugary drinks, in other words, are doubly harmful.