Interesting study, but it’s has been suspected for long that vitamin D might have all this effects.

Without being able to see the data, this does not feel right. I would like to see how they did cross-validation, test/train split, assigned weights, proportion of missing values. If you have data, this can be easily reproduced and studied. What if it’s overfitting?