How Twitter Can Support Early Warning Systems in Ebola Outbreak Surveillance
Methods: Tweets mentioning Ebola were collected during the current outbreak from July 24th - August 1st, 2014. Keywords used for the identification of data included #Ebola, #EbolaOutbreak. Data elements collected for tweets included contents, time stamps, latitude and longitude codes. To evaluate temporal patterns of information dissemination, tweets were characterized by date. Content was examined through natural language processing and time series analysis.
Results: A total of 42,236 tweets mentioning Ebola were posted and disseminated to 9,362,267,048 people. A time series analysis using an exponential smoothing algorithm identified rate trends of tweets mentioning Ebola (number of disseminated tweets = 520,441*Minute of Time + -2.17785e+010, P<0.0001, SE 7.80976e+006). Our model explained a 520,441 increment of disseminated tweets every minute. Tweet content captured public knowledge and identified information needs.
Conclusion: An extended definition of public health outbreak surveillance is needed as social media content can be used to support early warning systems. We demonstrate how Twitter can serve as a cost-effective tool to supplement traditional systems. Our findings indicate how rapid exchange of Ebola information through Twitter supports early epidemic detection for public health action and informs data information messaging during outbreak surveillance efforts.
Learning Areas:Communication and informatics
Demonstrated how Twitter can support and contribute to early warning systems in outbreak surveillance during the current Ebola epidemic.
Keyword(s): Epidemiology, Surveillance
Organization/institution whose products or services will be discussed: NA
Qualified on the content I am responsible for because: I have been an scientist in infectious disease for several years. I have worked in infectious disease areas including HIV/AIDS and immunizations and currently Ebola. I hold degrees in Nursing and Public health.
Any relevant financial relationships? No
I agree to comply with the American Public Health Association Conflict of Interest and Commercial Support Guidelines, and to disclose to the participants any off-label or experimental uses of a commercial product or service discussed in my presentation.