Towards Real-Time Decision Support with LIVIA: Live-Streaming Infrastructure for Vital Sign Inference and Analytics.

The translation of machine learning (ML) research into clinical practice is slowed by fragmented infrastructure and lack of standardized pipelines. LIVIA provides a platform for real-time ML in intensive care, integrating high-frequency physiological streams with clinical data. Researchers can develop and prospectively evaluate predictive models, while the containerized architecture ensures reproducibility and reduces engineering overhead, accelerating clinical translation.