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Hossein Fotouhi

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Open access Sep 2026

Design and Evaluation of a Source-Grounded Medical LLM for Clinical Decision Support and Patient Care in Trustworthy Diagnostic Systems

Background/Objectives: Large language models (LLMs) are increasingly explored for clinical decision support and digital health applications. However, reliable diagnostic assistance remains challenging for low-resource medical languages such as Turkish due to limited source grounding, transparency, clinical safety, and...

Muhammad Jamil, A. Kavak, S. Omurca et al. · 0 citations
Open access Jul 2026

A Confidence-Aware Hybrid Vision–Language Framework for Food Recognition and Nutritional Monitoring

A confidence-aware hybrid vision–language framework engineered for traditional Turkish food recognition and structured nutritional assessment that demonstrates localized plate detection, adaptive portion analysis, and structured nutrient tracking, providing a scalable design for consumer-facing digital nutrition platfo...

Furkan Göz, Muhammad Jamil, A. Kavak et al. · 0 citations

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