#feasibility of a Specialized Large Language Model for Postgraduate Medical Examination Preparation: Single-Center Proof-Of-Concept Study Background: Large language models (LLMs) are increasingly used in medical education for feedback and grading; yet their role in postgraduate examination preparation remains uncertain due to inconsistent grading, hallucinations, and user acceptance. Objective: This study evaluates the Personalized Anesthesia Study Support (PASS), a specialized GPT-4 model developed to assist candidates preparing for Singapore’s postgraduate specialist anesthesiology examination. We assessed user acceptance, grading interrater reliability, and hallucination detection rates to determine the #feasibility of integrating specialized LLMs into high-stakes examination preparation. Methods: PASS was built on OpenAI’s GPT-4 and adapted with domain-specific prompts and references. Twenty-one senior anesthesiology residents completed a mock short answer question examination, which was independently graded by 3 human examiners and 3 PASS iterations. Participants reviewed feedback from both PASS and standard GPT-4 and completed a technology acceptance model (TAM) survey. Grading reliability was evaluated using Cohen and Fleiss κ. Hallucination rates were assessed by participants and examiners. Results: Of the 21 participants, 17 (81%) completed the TAM survey, generating 136 responses. PASS scored significantly higher than standard GPT-4 in usefulness (mean 4.25, SD 0.50 vs mean 3.44, SD 0.82; P

JMIR Formative Res: #feasibility of a Specialized Large Language Model for Postgraduate Medical Examination Preparation: Single-Center Proof-Of-Concept Study #MedicalEducation #LanguageModels #Anesthesiology #PostgraduateExams #GPT4

NEET PG 2025 : Registration starts today, exam dates & more The National Board of Examinations in Medical Sciences (NBEMS) officially released the NEET PG 2025 notification on April 16, 2025.

Interested candidates can check the full notification and download the detailed information bulletin, which will also be available on the website starting April 17
#NEETPG2025 #MedicalExams #NEETPGRegistration #PostgraduateExams