A methodological critique of observational nutritional epidemiology, showing that food frequency questionnaires produce effect sizes indistinguishable from residual socioeconomic and lifestyle confounding. The analysis warns against basing public health dietary guidelines on non-randomized observational correlations. cremieux.xyz