Does anyone have experience with Bayesian Belief Networks on longitudinal data?

I recently came across this post on Bayesian Belief Networks. I have no experience working with them and I am planning to dive into them. However, I was wondering if someone had experience working with them, and especially on longitudinal data. This could help to better understand whether state transitions between specific nodes change over time?

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