Bayesian Causal Temporal Modeling (BCTMP) surfaces as a powerful framework for analyzing complex systems where temporal dependencies and causal relationships govern a crucial role. At its core, BCTMP employs Bayesian inference to build probabilistic models that capture both the temporal evolution of