This somewhat feels like 2 layer neural networks are a universal predictor.

It is true in the limit but not useful in practice.

When it comes to studying food / diet studies really do need to be a lot more careful about trying to control their variables.

Nutrition science as a field seems to have few absolute truths and many many overturned papers / results.