I would think, that to train this kind of algorithm, the investigators must never be told the findings of the algorithm. The training data must come only from h

I would think, that to train this kind of algorithm, the investigators must never be told the findings of the algorithm. The training data must come only from historical data. It might be usable only when the algorithm can predict the findings of the investigators, with caution.