I am new in SEM and Mplus. Recently, I have estimated a simple path model with one measurement and a regression component. The measurement model measures a latent variable (L) from five observed variables. The regression compoonent shows the effect of two other observed variables (say X1 and X2) upon L. In my model, all L, X1 and X2 are considered endogenous, which means, X1 and X2 can affect L which can also affect X1 and X2. L is continuous while X1 and X2 are categorical.

I have used WLSMV estimator in Mplus to estimate the model. The estimation looks fine except one (probably) small issue which cant understand. Usually, if there is five categories, in general regression we expect 5-1=4 coefficients with respect to a base cagtegory. But here Mplus reports, only one coefficient. I dont understand how to interepret this coefficient.

Does Mplus consider the categorical variable as continuous? Or it is something to interpret with threshold values? Please respond.

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