4 papers
Medi-Gemma: A Hybrid Clinical Decision Support System Integrating Deterministic EMR Analytics and Retrieval-Augmented Generation
Mohammed Saim Ahmed Quadri, Yunzhe Xue, Justin W. Ady +1
Deploying Large Language Models (LLMs) in high-stakes clinical settings remains limited by structural hallucinations, weak deterministic reasoning over tabular patient data, and om…
Evaluation of Medical Vision Language Models HuluMed and MedGemma, and general purpose chatbots Gemma 3, ChatGPT Plus, and Claude Pro on real previously unseen wound images
Yunzhe Xue, Mohammed Saim Ahmed Quadri, Neal Panse +2
Chronic wound assessment remains a clinically challenging task that requires accurate interpretation of wound morphology, tissue composition, vascular characteristics, and infectio…
Accuracy of TextFooler black box adversarial attacks on 01 loss sign activation neural network ensemble
Yunzhe Xue, Usman Roshan
Recent work has shown the defense of 01 loss sign activation neural networks against image classification adversarial attacks. A public challenge to attack the models on CIFAR10 da…
A Cascaded Neural Network System For Rating Student Performance In Surgical Knot Tying Simulation
Yunzhe Xue, Olanrewaju Eletta, Justin W. Ady +3
As part of their training all medical students and residents have to pass basic surgical tasks such as knot tying, needle-passing, and suturing. Their assessment is typically perfo…