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The chief argument for adopting guidelines is to promote good science. There is no evidence that well-crafted guidelines have had any detrimental effect on creativity. This paper addresses a spectrum of causes of scientific misconduct or unacceptable scientific behavior and couples these with estimates of the potential for prevention if guidelines for scientific investigation are adopted. The conclusion is that clear and understandable guidelines should help to reduce the chance that flawed research will escape from our institutions. However, they cannot be relied upon alone to prevent all instances of scientific misconduct and should be regarded rather as one means of bolstering the integrity of the entire scientific enterprise.