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Appendix S1. Theoretical details for latent variable models.

Appendix S2. Additional results for worked examples.

Appendix S3. Additional results for simulations.

Appendix S4. Additional results for COMPAS simulations.

Appendix S5. Example R code for performing the simulation studies.

Appendix S6. Example R code for fitting latent variable models.

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