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Data with categorical values that can be ordered by magnitude, but the exact distance (spacing) between categories is undefined or unknown.

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Model fitting with ordinal logistic regression

Yes, the Hosmer-Lemeshow test does extend to ordinal models. stata example of such implementation is discussed here. For R users, there is a recent implementation of the ordinal Hosmer-Lemeshow test i …
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