The way that health professionals think about pharmacotherapy is descending into fallacies that have long been recognized by philosophers as dangerous. Dr. Charles Hepler explains how clinical pharmacists should philosophically interpret scientific information. Full text of the editorial is available at: https://accpjournals.onlinelibrary.wiley.com/doi/10.1002/jac5.1694