A ranking-based, human-in-the-loop monitoring system deployed in public health data review was associated with faster and more numerous event detection than prior baselines, but the headline 54x speedup is measured against a manual baseline, not an alerting system.
Visualization and analytics tools for infectious disease epidemiology: a systematic review
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An AI-Based Public Health Data Monitoring System
A ranking-based, human-in-the-loop monitoring system deployed in public health data review was associated with faster and more numerous event detection than prior baselines, but the headline 54x speedup is measured against a manual baseline, not an alerting system.