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Challenges in Outcome Reporting. Although measuring outcomes is an integral part of medical quality improvement, large-scale outcome reporting efforts face several challenges. Among these are difficulties in establishing consensus definitions for outcome measurement; classifying gray outcomes, such as postoperative respiratory failure; and adequately adjusting for patient comorbidities and severity of illness. Unintended consequences of outcome reporting can also distort care in undesirable ways, and clinician reluctance to care for high-risk patients may occur with reporting programs. Ultimately, clinicians need not compare outcomes to improve and should recognize that even outcomes that cannot be precisely quantitated can still be improved.