Residuals for cumulative penalized ordinal models with ordinalNet in R

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I'm using the ordinalNet package in R for a cumulative elastic model. I want use surrogate residuals for the diagnostics. The package sure doesn't work with ordinalNet models. Someone knows others packages to get residuals for ordinalNet or can you help me in another way?

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