Data-driven Bayesian networks based analysis has been performed on health care data. Summarized, healthcare provider level data was used for this analysis. Novel hypothesis linking diagnosis codes was proposed based on findings from Bayesian networks approach. Potential mechanisms were explored to explain novel hypothesis. This paper demonstrates the ability of artificial intelligence methods to advance medical research.