Bayesian Causal Temporal Modeling (BCTMP) arises as a powerful framework for analyzing complex systems that temporal dependencies and causal relationships play a crucial role. At its core, BCTMP leverages Bayesian inference to construct probabilistic models that capture both the temporal evolution of variables and their underlying causal interconne