The question generated a very lively discussion that I was inspired to revisit on Storify this morning after reading the Washington Post's article, "Twitter becomes a tool for tracking flu epidemics and other public health issues."
The WP article highlights several advantages and challenges of monitoring public health diseases and/or conditions on twitter. My twitter chat colleagues brought up many other important issues for us to consider, so I'm including these expanded lists:
Advantages:
- Offers real time data on health or behavior (Government data can often take weeks or months to be released)
- There is so much available data!
- It could capture cases that would not otherwise be formally documented at a physician's office or hospital.
- It has proved helpful in tracking time sensitive disease outbreaks (e.g., Novovirus). *Check out this article about how twitter was used to track Norovirus activity during a journalism conference.
Challenges:
- Accuracy and case definition (i.e., does a twitter user really have the flu or just a bad cold?)
- Tracking specific words like "sick" or "flu" can bring up a lot of content that is unrelated to the twitter user being ill themselves (e.g., "I'm so sick of this terrible weather"). *Check out how Johns Hopkins researchers are working to address this problem by better screening tweets.
- We must differentiate between tracking symptoms vs. tracking cases- they are not the same.
- Our search strategies should include various terms or slang that are used to describe the disease or behavior of interest.
- Caution: media coverage of certain illnesses can cause a spike in key words on twitter without a rise in actual cases.
- What are the privacy concerns?
- Twitter might not thoroughly capture diseases or conditions that carry stigma (e.g., mental illness) because users may be hesitant to discuss them in a public forum.
- Results could be skewed by populations who are over or under represented on twitter.
- Do we need to train "trackers" to intervene? E.g., what if they are monitoring dangerous tweets/behaviors like suicidal ideation and attempts?
While the challenges list is quite long, I hope we are not discouraged! I think twitter is an enormous resource for public health professionals. We just need to be thoughtful and thorough regarding how to use twitter effectively.
More Resources:
The Washington Post article and related stories shared great links to more information about research in this area:
- YouTube video on University of Rochester efforts to track influenza on twitter. It also describes their related app: Germ Tracker (warning: it may have you hopping off your regular morning bus).
- Johns Hopkins University article: "You Are What You Tweet: Analyzing Twitter for Public Health".
- Brigham Young University article: "'Right Time, Right Place' Health Communication on Twitter: Value and Accuracy of Location Information".
- A great article that highlights what we can learn from Google Flu (since their predictions were off this year)- emphasizes the importance of "re-calibrating" your models or algorithms each year.
What Do You Think?
- What other advantages and/or challenges should we add to the list?
- What other resources can you share?
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