The system itself should be built around these capabilities, not the other way around. Instead of collecting data at regular intervals we wait until symptoms to go to the doctor. This is why the dataset is so sparse.
Exactly this. The features (or limitations) of medical data is inherent in the process of clinical practice, but this seems to be oftentimes overlooked.