Ajith Kumar, William R. Dillon, The Interaction of Measurement and Structure in Simultaneous Equation Models with Unobservable Variables, Journal of Marketing Research, Vol. 24, No. 1 (Feb., 1987), pp. 98-105
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Kumar et al. (1987) studied this question.