Scientific association can be divided into proximity association, contrast association, analogy association, and cause-effect association according to their nature and features.

It's also possible that diet is not the cause; the research showed only an association between food choices and health factors, not cause-and-effect.

Otherwise, statisticians say only strict clinical trials with a control group and a test group and one variable can truly prove a cause-and-effect association.