The proliferation of false medicines represents a deeply concerning issue facing the global medical landscape. These fraudulent products, often mimicking legitimate medications, pose a significant danger to patient safety, undermining therapy effectiveness and potentially leading to severe harmful health outcomes. Motivated by substantial economic