Precision Diagnostics AI

Precision Diagnostics AI

Real-Time Deep Learning for Precision Diagnostic Triage in Wearable Sensor Arrays

Wearable sensor arrays—from multi-lead ECG patches to multi-modal motion and temperature grids—generate a continuous torrent of physiological data. In...

Precision Diagnostics AI

Sub-Second Bayesian Updating for Real-Time Glycemic Event Forecasting

Continuous glucose monitors (CGMs) now stream measurements every one to five minutes, creating a data rate that challenges traditional batch inference...

Precision Diagnostics AI

Multi-Scale Sensor Fusion for Real-Time Sepsis Stratification in Distributed ICU Arrays

Sepsis remains one of the most challenging conditions to detect early in critical care, especially when patients are spread across multiple ICUs withi...

Precision Diagnostics AI

Multi-Modal Drift Correction: Maintaining AI Diagnostic Fidelity Across Distributed Fast-Response Sensor Arrays

When a diagnostic AI model that once achieved 98% accuracy begins to falter—returning borderline scores, spiking false positives, or requiring manual ...

Precision Diagnostics AI

Edge-Optimized Bayesian Networks: Closing the Inference Gap for Continuous Vital-Sign Classification

Continuous vital-sign monitoring—heart rate, blood pressure, oxygen saturation, respiratory rate—generates a torrent of data that must be classified i...