Studies of patient safety and comparative effectiveness entail unique methodologic challenges. These studies may be susceptible to systematic error, including selection bias, exposure misclassification, and outcome misclassification. They may also be vulnerable to random error, or confounding by a variable such as another drug, a disease, or the drug indication itself. Finally, special logistic...