Health Informatics Journal · 2020 · 22 citations · 17 references
Public HealthHealth InformaticsPreventive MedicineDisease SurveillancePublic Health SurveillanceSyndromic SurveillanceDisease Surveillance SystemsHealth SurveillanceInfluenza-like Illness SurveillanceSurveillance Data AnalysisSymptom Tracking SystemsTime-series SurveillanceDisease TransmissionHealth Data SurveillanceMobile Health SurveillancePopulation Health SurveillanceSeasonal Influenza SurveillanceSensor-based SurveillanceSurveillance-based ForecastingSyndromic Surveillance Data Integration
thermometers, which synchronize with a mobile application, and may aid influenza forecasting efforts. We compare smart thermometer and mobile application data to regional influenza and influenza-like illness surveillance data from the California Department of Public Health. We evaluated the correlation between the regional California surveillance data and smart thermometer data, tested the hypothesis that smart thermometer readings and symptom reports provide regionally specific predictions, and determined whether smart thermometer and mobile application improved disease forecasts. Smart thermometer readings are highly correlated with regional surveillance data, are more predictive of surveillance data for their own region and season than for other times and places, and improve predictions of influenza, but not predictions of influenza-like illness. These results are consistent with the hypothesis that smart thermometer readings and symptom reports reflect underlying disease transmission in California. Data from such cloud-based devices could supplement syndromic influenza surveillance data.
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The Parable of Google Flu: Traps in Big Data Analysis
David Lazer, Ryan Kennedy, Gary King et al. · Science · 2014 · 2.5K citations · Full text
Declan Butler · Nature · 2013 · 524 citations · Full text
Influenza Forecasting with Google Flu Trends
Andrea Dugas, Mehdi Jalalpour, Yulia R. Gel et al. · PLoS ONE · 2013 · 360 citations · Full text
Veterinary Medicine, Infectious Disease Control, Infectious Diseases +17