Paul R. Rosenbaum, The Consquences of Adjustment for a Concomitant Variable That Has Been Affected by the Treatment, Journal of the Royal Statistical Society. Series A (General), Vol. 147, No. 5 (1984), pp. 656-666
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Paul R. Rosenbaum (1984) studied this question.