LLM Bias

A patient walks into an emergency department. Or arrives by ambulance. Or lives far from the hospital. Or has private insurance. Or has missed prior appointments. Clinically, those details may be background noise. In triage, the core question is supposed to be sharper: how sick is this patient, how urgent is the risk, and what resources are likely needed? The Emergency Severity Index, or ESI, is not a lifestyle quiz with a stethoscope attached. ...

TL;DR for operators When an LLM summarises a review, policy memo, support ticket, medical note, or news item, the operational question is not only “Did it get the facts right?” The sharper question is: did it change what the user is likely to believe, prioritise, or buy? The paper behind this article studies exactly that problem. It treats LLM-generated content as a decision interface and measures three ways the interface can quietly bend human judgment: changing the sentiment frame of the source, overemphasising the beginning of the source, and fabricating confident answers for events beyond the model’s knowledge cutoff.1 ...