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What variables to include in x? What functional form to use; should x include higher order, interaction terms of the variables?

What variables to include in x? What functional form to use; should x include higher order, interaction terms of the variables? CIA will certainly hold if x includes all variables that determine both outcomes and participation, but is this required?

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