The other thing I doubt they corrected for is this.

Many people who eat a LOT of junk food do so because it's cheap. It's all they can afford.

If somebody is eating more junk food because they are broke then they are likely experiencing other health negatives caused by poverty.

Did they correct for socioeconomic status?