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Author

Sema Bayraktar

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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
Open access 2026

A Multi-Source Retrieval-Augmented Large Language Model Architecture for Trustworthy Conversational AI in Diabetes Care

The proposed Retrieval-Augmented Large Language Model architecture for trustworthy conversational AI in diabetes care is presented, which combines clinical entity recognition, hybrid dense–sparse retrieval, patient-context filtering, cross-encoder reranking, evidence-constrained prompt construction, and multi-layer saf...

Muhammad Jamil, A. Kavak, Sema Bayraktar et al. · 0 citations

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