Patient characteristics included age, sex, race/ethnicity, procedure history, and comorbidities and risks at the time of the index hospitalization. Patient-level information used for risk adjustment was obtained from the inpatient index claim and from inpatient claims for the 365 days before the index hospitalization. We included the following cardiac procedures: coronary artery bypass graft (CABG) surgery (ICD-9-CM code 36.1x), implantable cardioverter-defibrillator (ICD) implantation (codes 37.94, 37.95, 37.96, 37.97, and 37.98), and percutaneous transluminal coronary angioplasty (PTCA) (codes 36.01, 36.02, and 36.05). We consulted a previous study11 and used clinical judgment to identify comorbid conditions of interest, and we defined the comorbid conditions using Hierarchical Condition Categories (HCCs).12 Specifically, we included acute myocardial infarction (HCC 81), unstable angina and other acute ischemic heart disease (HCC 82), chronic atherosclerosis (HCCs 83 and 84), cardiorespiratory failure and shock (HCC 79), valvular and rheumatic heart disease (HCC 86), hypertension (HCCs 89 and 91), stroke (HCC 95 and 96), renal failure (HCC 131), chronic obstructive pulmonary disease (HCC 108), pneumonia (HCCs 111-113), diabetes mellitus (HCCs 15-20 and 120), protein-calorie malnutrition (HCC 21), dementia (HCCs 49 and 50), hemiplegia, paralysis, functional disability (HCCs 100-102, 68, 69, 177, and 178), peripheral vascular disease (HCCs 104 and 105), metastatic cancer (HCCs 7 and 8), trauma in the past year (HCCs 154-156 and 158-162), major psychiatric disorders (HCCs 54-56), chronic liver disease (HCCs 25-27), specified heart arrhythmias (HCC 92), and other heart rhythm and conduction disorders (HCC 93).