Role-Prompting in Frontier Large Language Models Influences Clinical Reasoning in Complex Medical Cases
This study demonstrates that prompting frontier large language models with an insurer role significantly reduces their alignment with physician consensus and shifts their ethical prioritization from patient beneficence to financial stewardship, thereby systematically denying patient-preferred treatments in complex medical cases.