Bayesian Causal Temporal Modeling (BCTMP) surfaces as a powerful framework for analyzing complex systems in which temporal dependencies and causal relationships hold a crucial role. At its core, BCTMP utilizes Bayesian inference to construct probabilistic models that capture both the temporal evolut