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Clinical practice guidelines recommend treating all patients with similar attributes the same way. This column argues that, under conditions of uncertainty or ambiguity, this may be bad advice. Treating similar patients differently provides two benefits. The first is diversification – assigning similar patients to different treatments limits the consequences of choosing an inappropriate treatment. The second benefit is that randomly assigning treatments helps clinicians learn which ones are most effective.