In diagnostic radiology, protecting patients from unnecessary radiation exposure is both an ethical imperative and a regulatory requirement. As medical imaging technologies become more advanced and accessible, the responsibility to optimize exposure without compromising image quality grows increasingly important. Central to this task are three primary exposure factors: kilovoltage peak (kVp), milliampere-seconds (mAs), and automatic exposure control (AEC). Each of these parameters plays a distinct role ...