Laiba Intizar Ahmad

Prompting, Oversight, and Adoption: Physicians’ Use of Large Language Models for Diagnostic Reasoning in an LMIC

Large language models (LLMs) are being increasingly deployed in healthcare, influencing diagnostic reasoning and clinical workflows. However, evidence of clinician engagement with these systems, how they prompt, constrain, and verify output, remains scarce, particularly in low- and middle-income countries (LMICs). We…