Author

A. Ravichandran

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Review Open access Sep 2026

Real-world deployment and longitudinal evaluation of a human-in-the-loop telemedicine communication support system

Telemedicine platforms are increasingly used to support the long-term monitoring of chronically ill patients. However, continuous streams of patient-reported data and messages may impose substantial workload on telemedicine teams. To address this challenge, we developed a human-in-the-loop communication support sys...

Roland Roller, A. Ravichandran, Tillmann Breitenstein et al. · Frontiers in Digital Health · 0 citations

Jul 2026

Large Language Models as Unified Multimodal Learners for Clinical Prediction

Results indicate that a single serialization-based paradigm, without bespoke fusion architectures, is sufficient for multimodal clinical prediction - substantially reducing system complexity while matching or exceeding specialized designs.

A. Ravichandran, Bilgin Osmandoja, Klemens Budde et al. · arXiv.org · 0 citations