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This study introduces analytic formulas and procedures for estimating CSEMs, reliability coefficients, and classification indices for the composite theta scores under the framework of SS-MIRT model. Preliminary results from two real data sets, one mixed-format assessment and one test spanning multiple content domains, are presented to illustrate the proposed methods.