If the program is written to produce the best possible health outcome for the individual patient, its ability to accurately infer additional data from inputs is unequivocally a good thing.

Also, the rightmost image in the post is actually a blank grey square, and its accuracy fell off approaching it. The last image with some degree of accuracy a human could recognize as a heavily blurred chest x-ray.