Background: Transthoracic echocardiography (TTE) is a valuable diagnostic tool widely used for cardiac patients, but its accessibility and convenience have contributed to overuse. Although Appropriate Use Criteria (AUC) were developed to address this, inpatient TTE use continues to rise, with 5–8% annual increases. Studies reveal that while most TTEs meet AUC standards, fewer than one-third [...]