Understanding and interpreting generalized ordered logit models

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Ordinal regression: A review and a taxonomy of models (2021, methodology): “For the interpretation of effects in the generalized ordered logit models, as models with category-specific effects are often called in the social sciences, see also Williams (2016), Hedeker and Mermelstein (1998).”
Mobility-on-demand versus fixed-route transit systems: An evaluation of traveler preferences in low-income communities (2019, methodology): “After examining the results of the generalized ordered logit model for the pooled data, we decided to stick with the ordered logit model due to two reasons: First, the generalized ordered logit model generated little additional substantive insights; Second, it resulted in some case outcomes with a p”