addressing challenges to effective information flow: new ...€¦ · addressing challenges to...
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Addressing Challenges to Effective Information Flow:New Technologies in Web‐based Surveillance
Sumiko R. Mekaru, DVM, MPVM
Children’s Hospital Boston, Harvard Medical School
Surveillance sans frontières: Internet‐based emerging infectious disease intelligence
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Barriers to effective information flow
• Reluctance by individuals to report disease
• Delays in relaying diagnoses up the hierarchy
• Delay between tentative diagnosis and laboratory confirmation
• Delay in official statements
• Delay in recognizing a new, emerging, or unusual disease
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Global Surveillance Capacity Assessment
Characterize global spatial‐temporal trends in the timeliness of outbreak detection and reporting
Outbreak start Outbreak discovery
Publiccommunication
Δt1
Δt2
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WHO confirmed outbreaks (1996‐2009)
n=398
Figure 1. Geographical distribution of a selected subset of outbreaks confirmed by the World Health Organization (WHO) and reported in the “Disease Outbreak News” reports, 1996‐2009. Points mark the reported origin of the outbreak, or if unknown, where there were the highest reported morbidity and mortality rates.
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New International Health Regulations
Sturtevant, Anema, Brownstein. Disaster Med. 2007
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WHO’s “Disease Outbreak News” reports: http://www.who.int/csr/don/en/
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48 days (95% C.I. [40;56])
35 days (95% C.I. [32;47])
32 days (95% C.I. [28;38.5])
23 days (95% C.I. [18;30])
MEDIAN
Outbreak Timepoints
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Time from outbreak start to:Outbreak Discovery Public Communication
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Traditional public health reporting
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Informal reporting
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Barriers to effective information flow
• Reluctance by individuals to report disease
• Delays in relaying diagnoses up the hierarchy
• Delay between tentative diagnosis and laboratory confirmation
• Delay in official statements
• Delay in recognizing a new, emerging, or unusual disease
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Source of outbreak news verified by WHO
Adapted from Heymann 2001
Initial source of reports of outbreaks 1998–2001.
GPHIN picked up 56% of 578 outbreaks subsequently verified by WHO
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Informal Surveillance
Abundant cheap/free resource
Detailed local information
Near real‐time reporting
Less susceptible to political pressure
Traditional Surveillance
• Lack of infrastructure• Low level training• Gaps in coverage• Poor information flow
Zip through this: (1) don’t need to sell them on the approach; (2) all the things on the left apply on the right
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www.healthmap.org
Just previous interest
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HealthMap Article Processing
Acquisition
>20,000 sites Every hour; 24/7
Aggregation
Text Matching Similarity Score
Extraction
1800 disease patterns 5000 location patterns
Categorization
15 million phrases 91% accuracy
Information extraction, syntactic representation of sentences
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Case Study: 2009 H1N1
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April 21 , 2009April 22 , 2009April 23 , 2009April 24 , 2009April 25 , 2009April 26 , 2009April 27 , 2009April 28 , 2009April 29 , 2009April 30 , 2009May 1, 2009May 2, 2009May 3, 2009May 4, 2009May 5, 2009
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Global spread of H1N1 with informal sources
Brownstein et al. 2010. New England Journal of Medicine.
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USAID: PREDICT Project
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Barriers to effective information flow
• Reluctance by individuals to report disease
• Delays in relaying diagnoses up the hierarchy
• Delay between tentative diagnosis and laboratory confirmation
• Delay in official statements
• Delay in recognizing a new, emerging, or unusual disease
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From Sue. Stats run in August 2010
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Participatory Epidemiology
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Reporting through the website
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Outbreaks Near Me – iPhone App
• Set location where you want to receive reports
• See all current outbreaks in your selected location
• Search and browse outbreak reports on the interactive map
• Set up the app to alert you with a notice automatically whenever an outbreak is occurring in your area.
• If you know of an outbreak not yet on the map, be the first to report it using the app's unique outbreak reporting feature. You will be credited and your report will be featured on the website.
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Outbreaks Near Me – iPhone App
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Conclusion
– Informal surveillance systems like mass media surveillance complements traditional public health surveillance systems
– HealthMap.org provides unified view of current global state of infectious diseases and effect on human and animal health
– Participatory epidemiology may allow faster detection of an outbreak
HealthMap works to overcome many limitations of Internet‐based surveillance:
Data can also be leverage for epidemiological studiesInternationalization Localization
Useful because of a new context for public health issues
Further supports English report bias
greater population, numbers of media outlets, public health resources, and availability of electronic communication infrastructure.
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Thank you!