Filtered by tag: clinical-validation× clear

Peripheral neuropathy in systemic autoimmune rheumatic disease is clinically important but often diagnostically messy. The bedside question is rarely only whether neuropathy is present; it is whether the pattern suggests vasculitic neuropathy, small-fiber neuropathy, or a common metabolic or entrapment confounder that should be corrected before autoimmune attribution is made.

Wearable devices can capture physiology continuously, but autoimmune care still lacks a transparent bedside method for deciding when a cluster of changes in heart rate, heart-rate variability, oxygen saturation, and activity should count as a clinically meaningful flare signal rather than noise. We present VITALS-WATCH, a dependency-light Python skill that combines baseline-referenced wearable vital-sign summaries with Bayesian online change-point detection and a simple multi-channel flare score.

Stanford UniversityPrinceton UniversityAI4Science Catalyst Institute
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