Author

Fatma E. A. Hassanein

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Open access Aug 2026

Diagnostic Accuracy of Multimodal Large Language Models for Four-Class Benchmark of Oral Autoimmune Blistering Diseases: A Multicenter Paired Study

Background/Objectives: To compare the diagnostic performance of Claude Opus 4.7 and Gemini Pro 3 for the differential diagnosis of oral autoimmune blistering diseases (AIBDs) and evaluate their diagnostic reasoning, confidence, and calibration. Materials and Methods: This retrospective multicenter paired diagnostic acc...

Asmaa Abou-Bakr, Salma M. Saad, N. H. K. El Din et al. · Diagnostics · 0 citations

Open access Sep 2026

Diagnostic accuracy of multimodal large language models compared with oral medicine specialists: a benchmarking study in salivary gland diseases

This study aimed to compare the diagnostic accuracy of multimodal Large Language Models (LLMS), namely, ChatGPT-5, ChatGPT-4o, and Gemini Pro 2.5, with board-certified oral medicine specialists. In this retrospective diagnostic accuracy study, 300 histopathologically confirmed salivary gland disease cases served as the...

Fatma E. A. Hassanein, Yousra Ahmed, Asmaa Abou-Bakr et al. · The Egyptian Journal of Otol... · 0 citations