Conflicting associations between dietary patterns and changes of anthropometric traits across subgroups of middle-aged women and men.

•We developed a new machine learning method for cohort stratification.•It is interpretable and adds a new dimension on how to reveal interactions in the data.•It is applicable in a clinical nutrition setting as well as in other research contexts.•It is tested using a cohort of considerable size and quality, based on diet and lifestyle.