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Disease Outbreak Monitoring  on the Web Clark Freifeld Research Software Developer Harvard Medical School  Children’s Hospital Informatics Program
www.healthmap.org
 
HealthMap Article Processing Acquisition >20,000 sites  Every hour; 24/7 Clustering Text Matching  Similarity Score   Categorization 1700 disease patterns  5000 location patterns Bayesian Filtering 6 million phrases  91% accuracy
Multi-Stream Alarming: Heat Index ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],low high Freifeld et al. J Am Med Informatics Assn. 2008.
Limitations of English-language ,[object Object],[object Object],[object Object],[object Object],[object Object]
English
Spanish
French
Russian
Case Study: Legionnaire’s in Spain  June 30th Google (ES) Alert Alert #1 July 2nd ProMED-mail Alert Alert #2 July 4th Google (EN) Alert Alert #3
Early Stats ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Usage ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Public Health Resource
Various implementations International Society for Infectious Disease Liberty Science Museum, NYC HHS Command Center
Tool for general population
Future Directions ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Acknowledgments ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Contact ,[object Object],[object Object],[object Object]

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12 Jesse Vincent -- igbos m_
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16_Andrei_Kersha -- igbos r_
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11 Bryan House -- igbos l_
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04 Juhan Sonin -- igbos e_
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04 Juhan Sonin -- igbos e_Ignite Boston
 
02 Paul Oka -- igbos c_
02 Paul Oka -- igbos c_02 Paul Oka -- igbos c_
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05 Lucy Mendel -- igbos f_
05 Lucy Mendel -- igbos f_05 Lucy Mendel -- igbos f_
05 Lucy Mendel -- igbos f_Ignite Boston
 
08 Shava Nerad -- igbos i_
08 Shava Nerad -- igbos i_08 Shava Nerad -- igbos i_
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Plus de Ignite Boston (9)

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16_Andrei_Kersha -- igbos r_
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11 Bryan House -- igbos l_
11 Bryan House -- igbos l_11 Bryan House -- igbos l_
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04 Juhan Sonin -- igbos e_
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02 Paul Oka -- igbos c_
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05 Lucy Mendel -- igbos f_
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08 Shava Nerad -- igbos i_
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09 Clark Freifeld -- igbos j_

Notes de l'éditeur

  1. Surveillance sans frontières: Internet-based emerging infectious disease intelligence