Ecological or cross-cultural associations are frequently viewed as the lowest level of evidence about causality. However, to demean ecological associations is to fail to recognize the powerful indication they provide about the population burden of disease. They can be useful for prevention when correlations among populations are congruent with sound clinical evidence, with significant correlations at the level of individuals within populations, and with known mechanisms.

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