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Disease Surveillance 2.0
Vikram SahaiSoftware Engineer, Google
Medicine 2.0 StanfordThe Interconnected LifeSeptember 16, 2011
People search when they're sick
Pew Internet Research (U.S. adults, 2010):• 61% -- get health information online• 62% -- use social network sites• 60% -- online info affected healthcare decision
Wisdom of the online crowd?• Can the cloud "know" about disease outbreaks?
Infodemiology, Computational Epidemiology
BBC - The Code
Google Flu Trends
References:
Detecting Influenza Epidemics Using Search Engine Query DataJeremy Ginsberg, Matthew Mohebbi, Rajan Patel, Mark Smolinski, Larry Brilliant(Google)
Lynnette Brammer(Centers for Disease Control and Prevention)
www.google.org/flutrends
Flu Trends for 28 countries in 39 languages
What about pandemic flu? The Mexico story
And H1N1 spread…
Google Dengue Trendswww.google.org/denguetrends
References:
Using Web Search Query Data to Monitor Dengue EpidemicsVikram Sahai, Corrie Conrad(Google)
Emily Chan, John Brownstein(Children's Hospital, Boston)
Dengue Trends for 5 countries in 39 languages
What else could be?
Apps, Maps and Outbreaks near you...
HealthMap.org: crawling informal and online news sources.Outbreaks Near Me
Social data streams and Sentiment
Measuring Gross National Happiness:
Twitter data:o H1N1 in the US (U. of Iowa)o Ailment Topic Model (Johns Hopkins)o Dengue tweets from Brazil (U. of Minas Gerais)
Kidney Stones' Seasonality (UCSF/Stanford)
Limitations of Online Info Sources
Reflect the demographics?• Internet penetration• Urban/rural population• Income disparity
Search-based models:• Celebrity/news effect• Unusual, scary outbreaks• Precise location of user
Scarcity of truth data about actual outbreaks
Have Data? Will Model
Thank you!