Self-Reported Confidence of Large Language Models in Gastroenterology: Analysis of Commercial, Open-Source, and Quantized Models. - Nariman Naderi; Seyed Amir Ahmad Safavi-Naini; Thomas Savage; Zahra Atf; Peter Lewis; Girish N. Nadkarni; Ali Soroush (CoRR, 2025)

Vision Language Models versus Machine Learning Models Performance on Polyp Detection and Classification in Colonoscopy Images. - Mohammad Amin Khalafi; Seyed Amir Ahmad Safavi-Naini; Ameneh Salehi; Nariman Naderi; Dorsa Alijanzadeh; Pardis Ketabi Moghadam; Kaveh Kavosi; Negar Golestani; Shabnam Shahrokh; Soltanali Fallah; Jamil S. Samaan; Nicholas P. Tatonetti; et al. (CoRR, 2025)

The challenge of uncertainty quantification of large language models in medicine. - Zahra Atf; Seyed Amir Ahmad Safavi-Naini; Peter Lewis; Aref Mahjoubfar; Nariman Naderi; Thomas Savage; Ali Soroush (CoRR, 2025)

Evaluating Prompt Engineering Techniques for Accuracy and Confidence Elicitation in Medical LLMs. - Nariman Naderi; Zahra Atf; Peter R. Lewis 001; Aref Mahjoub far; Seyed Amir Ahmad Safavi-Naini; Ali Soroush (CoRR, 2025)