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Schematic overview for obtaining counterfactual predictions. We take as input measurements of a set of reference cells with varying assignment(s) to the attribute over which predictions are made. For example, we take as input control cells along with multiple drugs that can be applied to generate counterfactual predictions as to how the gene expression profiles of these cells would have been shifted given each drug ( Methods ).

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