This study is the first of its kind in Palestine, and the third globally that used the artificial intelligence algorithms to predict future patient status and behavior, and this will in turn help in serving the medical sector in Palestine to prepare for what is coming, from the strategic planning to resources distribution to increasing the capacity of hospitals and health facilities according to the health status of patients and their medical needs.