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This study introduces a family of indices to quantify the uncertainties associated with the provisional Q-matrix specifications. Based on the posterior probabilities of the q-vectors for each item, the kappa indices indicate the proportion of correctly specified q-entries. Simulation results demonstrate their effectiveness in determining the quality of Q-matrix specifications.