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Specifically, model 1 reported in the table is equivalent to testing a model with one single latent class (complete independence), while model 2 tests two classes, model 3 tests triple classes, model 4 tests four classes, etc.
While for most LULC classes model III outperformed the other models even the simple model I showed a good performance.
The latent classes model estimated 17.2% underreporting (some 196 undetected cases 95%CI 176 219).
Due to the slow fibrosis progression rate, the risk of large variability is small in a two classes model (discordant patients were classified in a two classes model: F0F1 vs F2F34).
Although the AIC and BIC for the 4-profile classes model were slightly smaller as compared with the 3-profile class model, the VLMRT indicated no improved fit with the 4-class model as compared with the 3-class model (p = 0.15).
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Various robustness techniques have been proposed to reduce this mismatch, which can be roughly divided into two classes: model-based and feature-based approaches.
I was the first working-class model.
It was a working-class model of creativity.
The highest-performance E-Class model(s) ever.
Now it's a world-class model for all".
There are already numerous spoofs and take-offs of the class model and its measurement.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com