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Estimation of knots using such "mixture regression with change point" models is known to be computationally demanding (25), and even more so with distinct outcomes, replicate observations, and multiple phases that span latent classes. Since no general purpose method scales to data of the sophistication we use a parallelized local grid search strategy using commercial software as an engine to extract latent classes, which quantify differences across site users and span both stages. Our method is generalizable and replicable, and it leverages two specific software packages to split the statistical model into two parts: creating random "nearby" candidate knot configurations (completed in Matlab) and assessing discrete heterogeneity in resulting parameters (completed in Latent Gold). We then use a combination of stochastic- and gradient-based procedures to iterate between estimating the two-stage, latent class models and exploring the space of possible knots. (Details about the algorithm are available in SI Appendix, Section S1. .
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