The volume and complexity of new evidence published every day require guidance for clinicians. Yet, at the same time the majority of important decisions in health care are not clear cut and require shared decision making. More than two thirds of recommendations include in widely used evidence summaries are weak recommendations. And the proportion of preference-sensitive decisions is likely even higher, given the numerous comorbidities that patients present in real clinical practice.