The dataset sounds so small that I'd expect the winning answer will be extensively seeded by medical doctors. Diagnostic data is usually very difficult to approach with AI, and practising doctors have good heuristics. That suggests, to me, that the best one can hope for is using this dataset to refine those heuristics.