This paper investigates what happens after medical datasets are shared publicly, especially when they are copied, re-uploaded, and reused across platforms like Kaggle and HuggingFace. It matters because this may not only violate licenses and contribute to the reproducibility crisis in AI, but also lead to overoptimistic results, which can have serious real-world consequences, directly affecting patients in healthcare AI.