Introduction Congenital heart disease (CHD) is the most common congenital anomaly and a major contributor to infant and childhood morbidity worldwide (1). Early and accurate diagnosis is essential to enable timely intervention, prevent disease progression, and improve long-term outcomes [1]. To support consistent and effective clinical practice, pr
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