The unobserved data are categorical, allowing the original dataset to be split into M classes. Class
affiliation is unknown to the researcher. The specialized conditional
logit regression software that was used in this paper to conduct LCA is
Sawtooth Software's Latent Class v4 module (Orme, 2007).