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Employing AI-Powered Decision Support Systems in Recommending the Most Effective Therapeutic Approacy transform the landscape of precision oncology in favour of improved patient outcome. This chapter will focus on AI-enhanced decision support systems in optimising therapeutic approaches, advancing precision oncology and improving patient outcome.