Bayesian Causal Temporal Modeling (BCTMP) arises as a powerful framework for understanding complex systems where temporal dependencies and causal relationships play a crucial role. At its core, BCTMP employs Bayesian inference to construct probabilistic models that capture both the temporal evolutio