In logistic regression, can I do a post hoc test by varying the level of the categorical independent variable?

[Haoran_Matt_Wan]

Varying the reference group is fine but for simplicity, you may just compare the posterior distribution (Bayesian analyses) or run a linear contrast (frequentist analyses) for each of the ten comparisons.