Venous thromboembolism (VTE) is a significant cause of preventable hospital deaths in the U.S., with adequate thromboprophylaxis being crucial for high-risk patients during hospitalization. The Padua Prediction Score is utilized to assess the risk of VTE, guiding appropriate pharmacologic or mechanical prophylaxis based on individual risk factors. Various studies highlight that while anticoagulants effectively reduce VTE incidence, the choice and duration of prophylaxis should be carefully managed to balance efficacy and bleeding risks.