Third, reliance on ICD-10 diagnostic codes for identifying CKM-associated conditions and CVD outcomes may have introduced misclassification bias, as coding accuracy can vary by clinician, institution, or documentation practices, potentially leading to under-reporting of conditions such as obesity or CKD. The gene discussed is CKM; the disease is Obesity.