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As an example, with this calibrated uncertainty, if one queries the design for predicted outcomes of different cancer treatments for a affected person from a minority group which is underrepresented in the dataset, GenSQL would inform the user that it is uncertain, and how uncertain it is actually, as opposed to overconfidently advocating for the i