Probabilistic causation is a framework for understanding causal relationships in terms of probabilities, acknowledging that causes increase the likelihood of effects rather than guaranteeing them. This approach is particularly useful in complex systems where deterministic causation is impractical or impossible to establish due to inherent uncertainties and variability.