Navigation Links
You are what you tweet: Tracking public health trends with Twitter

Twitter allows millions of social media fans to comment in 140 characters or less on just about anything: an actor's outlandish behavior, an earthquake's tragic toll or the great taste of a grilled cheese sandwich.

But by sifting through this busy flood of banter, is it possible to also track important public health trends? Two Johns Hopkins University computer scientists would respond with a one-word tweet: "Yes!"

Mark Dredze and Michael J. Paul fed 2 billion public tweets posted between May 2009 and October 2010 into computers, then used software to filter out the 1.5 million messages that referred to health matters. Identities of the tweeters were not collected by Dredze, a researcher at the university's Human Language Technology Center of Excellence and an assistant research professor of computer science, and Paul, a doctoral student.

"Our goal was to find out whether Twitter posts could be a useful source of public health information, " Dredze said. "We determined that indeed, they could. In some cases, we probably learned some things that even the tweeters' doctors were not aware of, like which over-the-counter medicines the posters were using to treat their symptoms at home."

By sorting these health-related tweets into electronic "piles," Dredze and Paul uncovered intriguing patterns about allergies, flu cases, insomnia, cancer, obesity, depression, pain and other ailments.

"There have been some narrow studies using Twitter posts, for example, to track the flu," Dredze said. "But to our knowledge, no one has ever used tweets to look at as many health issues as we did."

Dredze and Paul, who also are affiliated with the university's Center for Language and Speech Processing, have discussed some of their results in recent months at computer science conferences. They will present their complete study on July 18 in Barcelona, Spain, at the International Conference on Weblogs and Social Media, sponsored by the Association for the Advancement of Artificial Intelligence.

In addition to finding a range of health ailments in Twitter posts, the researchers were able to record many of the medications that ill tweeters consumed, thanks to posts such as: "Had to pop a Benadrylallergies are the worst."

Other tweets pointed to misuse of medicine. "We found that some people tweeted that they were taking antibiotics for the flu," Paul said. "But antibiotics don't work on the flu, which is a virus, and this practice could contribute to the growing antibiotic resistance problems. So these tweets showed us that some serious medical misperceptions exist out there."

Of course, the vast majority of daily tweets have nothing to do with an illness. While a simple approach would be to filter for words that are tied to illness, such as "headache" or "fever," this strategy fails on such tweets as "High price of gas is a headache for my business" or "Got a case of Bieber Fever. Love his new song."

To find the health-related posts among the billions of messages in their original pool, the Johns Hopkins researchers applied a filtering and categorization system they devised. With this tool, computers can be taught to disregard phrases that do not really relate to one's health, even though they contain a word commonly used in a health context.

Once the unrelated tweets were removed, the remaining results provided some surprising findings.

"When we started, I didn't even know if people talked about allergies on Twitter," Paul said. "But we found out that they do. And there was one thing I didn't expect: The system found two different types of allergies: the type that causes sniffling and sneezing and the kind that causes skin rashes and hives."

In about 200,000 of the health-related tweets, the researchers were able to draw on user-provided public information to identify the geographic state from which the message was sent. That allowed them to track some trends by time and place, such as when the allergy and flu seasons peaked in various parts of the country. "We were able to see from the tweets that the allergy season started earlier in the warmer states and later in the Midwest and the Northeast," Dredze said.

Dredze and Paul have already begun talking to public health scientists, including some affiliated with Johns Hopkins, who say that future studies of tweets could uncover even more useful data, not only about posters' medical problems but also about public perceptions concerning illnesses, medications and other health issues.

Still, Dredze and Paul cautioned that trying to take the nation's temperature by analyzing tweets has its limitations. For one thing, most Twitter users did not comment more than once on their particular ailment, making it tough to track how long the illness lasted and whether it recurred. In addition, most Twitter users tend to be young, which would exclude many senior citizens from a public health study. Also, at the moment, Twitter is dominated by users who are in the United States, making it less useful for research in other countries.

Although social media sites allow users to expose lots of personal information to friends and strangers, Twitter-based research may only reach a certain depth.

"In our study," Paul said, "we could only learn what people were willing to share. We think there's a limit to what people are willing to share on Twitter."

Nevertheless, Dredze says there is still plenty of useful data left to plumb from Twitter posts. "The people I've talked to have felt this is a really interesting research tool," he said, "and they have some great ideas about what they'd like to learn next from Twitter."


Contact: Phil Sneiderman
Johns Hopkins University

Related medicine news :

1. ASAP Systems Pioneers the Use of Built-In Video Help on their Passport Inventory, Stock, Warehouse Management System and Asset Tracking Software
2. The Pediatric Dengue Vaccine Initiative Introduces - a News hub for Tracking Dengue Fever Epidemics Worldwide
3. Massive Food Flavoring Recall Underscores Need for New Tracking Technology to Contain Outbreaks of Foodborne Illness
4. Announces New Stock Index Tracking Chinese Healthcare Stocks
5. COO Becomes 75% More Effective in Tracking Delegated Tasks
6. TalentWise Integrates Employment Screening with Leading Applicant Tracking Solution for Healthcare Industry TalentWise becomes HealthcareSource Certified Integration Partner For Position Manager Product
7. Newest Release of FileTrail Sets New Standard in Global Physical Records Management and File Tracking
8. USPack Courier Brings Tracking Precision to Medical and Blood Shipments
9. Life Science Contract Manufacturing Gains Predictable On-Time Production with TraceLink's Production Tracking Solution
10. Color-coded tracking method helps scientists analyze outcomes of newly transplanted tissue
11. Tracking PSA Test Results Over Time Gives Clues to Cancer
Post Your Comments:
Related Image:
You are what you tweet: Tracking public health trends with Twitter 
(Date:11/26/2015)... ... November 26, 2015 , ... Pixel Film ... trailer titles with ProTrailer: Vintage. This newly styled ProTrailer pack comes with 30 ... with any font, giving users limitless opportunities to stylize and create designs quickly ...
(Date:11/25/2015)... ... , ... The holiday season is jam-packed with family dinners, ... attendees is of the utmost importance. Whether you are cooking at home for ... a try this holiday season. , Turkey Croquettes ,     Ingredients: , ...
(Date:11/25/2015)... ... November 26, 2015 , ... Ministers, senior ... (EU), ANDI Pan African Centres of Excellence, and public R&D institutions, civil societies ... the opening of the 5th African Network for Drugs and Diagnostics Innovation, ANDI, ...
(Date:11/25/2015)... ... 2015 , ... Dental professionals who would like to become more proficient on ... Dr. Mark Iacobelli’s Advanced Implant Mentoring (AIM) CE course. Courses will be held on ... co-founders of Advanced Implant Mentoring (AIM), Dr. Iacobelli and Dr. D’Orazio are proud to ...
(Date:11/25/2015)... ... ... Smiles by Stevens is pleased to announce the addition of ... patients are aware of the benefits of Botox® in the treatment of moderate facial ... discomfort, soreness, and pain as a result of Jaw Tension, TMJ (temporo-mandibular joint) disorder, ...
Breaking Medicine News(10 mins):
(Date:11/25/2015)... 2015 Kitov Pharma ceuticals ... a biopharmaceutical company focused on the development of therapeutic ... today announced the closing of its previously announced underwritten ... ), each representing 20 ordinary shares of the Company, ... ADSs and warrants were issued in a fixed combination ...
(Date:11/25/2015)... the issue of United States patent No. 9,192,509  entitled: " Methods and ... company,s AVACEN 100 dry heat therapy medical device and specific methods of use, referred to by ... Photo - ... ... ...
(Date:11/25/2015)... 25, 2015 USP 800 applies to ... (e.g. pharmacists, pharmacy technicians, nurses, physicians, physician assistants, ... chapter also covers all entities which store, prepare, ... other healthcare institutions, patient treatment clinics, physicians, practice ... --> What is the purpose ...
Breaking Medicine Technology: