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Yuan Lin

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#federated learning Review Open access Oct 2026

A systematic review of non-contact medical IoT systems for physiological biomarker monitoring

Non-contact medical Internet of Things systems measure physiological biomarkers such as heart rate (HR), respiration rate (RR), temperature, oxygen saturation (SpO₂), and blood pressure (BP) without physical contact with the patient. These systems combine sensing modalities including cameras, radar, Wi-Fi, acoustic...

Bithi Banik, Saptanil Ghose, Ahnaf Hasnain Nahiun et al. · 0 citations
Review Jul 2026

From Challenges to Solutions: A Systematic Review of Multimodal LLMs in Healthcare and Architectural Recommendations with RAG

A retrieval-augmented generation (RAG) framework coupled with an LLM that can integrate multimodal healthcare data is recommended, which highlights the need to examine the role of multimodal data encoding and storage, encrypted retrieval, reranking of retrieved data, multimodal prompt engineering, and secure content ge...

Dipanita Saha, Yuan Lin, Debasish Ghose · 0 citations

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