色情视频

鈥淭his raises the question: To what extent is the public health discourse online being driven by robot accounts?鈥�

Social media accounts run by internet robots may be driving much of the discussion around the health threats posed by e-cigarettes, according to a study led by 色情视频 researchers, who also found most of the automated messages were positive toward vaping.

More than 70 percent of the tweets analyzed in the study appeared to have been put out by robots, also known as bots, whose use to influence public opinion and sell products while posing as real people is coming under increased scrutiny. 

The discovery of the apparent bot promotion of vaping was unexpected. The team originally set out to use Twitter data to study the use and perceptions of e-cigarettes in the United States and to understand characteristics of users discussing e-cigarettes. 

鈥淩obots are the biggest challenges and problems in social media analytics,鈥� said Ming-Hsiang Tsou, founding director of 色情视频鈥檚 , and co-author on the newly published study. 鈥淪ince most of them are 鈥榗ommercial-oriented鈥� or 鈥榩olitical-oriented,鈥� they will skew the analysis results and provide wrong conclusions for the analysis.鈥� 

The findings come amid announcements by Twitter recently that it would be removing suspicious and fake accounts by the millions and also introduce new mechanisms to identify and fight spam and abuse on its platform, among other measures.   

鈥淪ome robots can be easily removed based on their content and behaviors,鈥� Tsou said. 鈥淏ut some robots look exactly like human beings and can be more difficult to detect. This is a very hot topic now in social media analytics research.鈥� 

Led by 色情视频 researcher Lourdes S. Martinez, findings of the study appear in the article, 鈥�,鈥� published in the July issue of the Journal of Health Communication. 

Partially funded by the National Science Foundation, the study鈥檚 two other authors are 色情视频 alumnae Sharon Hughes, who originated the idea for the project while a student, and Eric R. Walsh-Buhi, an associate professor in School of Public Health. 

The study鈥攐ne of the first known to rely on geocoded tweets to investigate perceptions of e-cigarettes鈥攔aises important questions about misinformation regarding public health issues and potential covert marketing of nicotine-based products.  

鈥淲e are not talking about accounts made to represent organizations, or a business or a cause. These accounts are made to look like regular people,鈥� said Martinez, an assistant professor in 色情视频鈥檚 School of Communication. 鈥淭his raises the question: To what extent is the public health discourse online being driven by robot accounts?鈥�

For the study, the team compiled a random sample of nearly 194,000 geocoded tweets from across the United States posted between October 2015 and February 2016. A random sample of 973 tweets were analyzed for their sentiment and source (an individual versus an organization, for example). From these, 887 tweets were identified as posted by individuals, a category that includes potential bots.

The team found that more than 66 percent of tweets from individuals carried a supportive tone about the use of e-cigarettes. The team also found that about 59 percent of individuals also shared tweets about how they personally used e-cigarettes.

Also, the team was able to identify adolescent Twitter users, finding that more than 55 percent of their tweets were positive in tone related to e-cigarettes. 

In tweets that gave reference to the harmfulness of e-cigarettes, 54 percent asserted e-cigarettes are not harmful or are significantly less harmful than traditional cigarettes.

Martinez said agencies and public health organizations must be far more attuned to conversations happening in the social media domain if they are to be effective in communicating information to the general public. 

鈥淭he lack of awareness and need to voice a public health position on e-cigarettes represents a vital opportunity to continue winning gains for tobacco control and prevention efforts through health communication interventions targeting e-cigarettes,鈥� the team wrote in the paper. 

Martinez said the team did not set out to identify potential robot accounts. After observing anomalies in the dataset, namely related to confusing and illogical posts about e-cigarettes and vaping, the team reviewed user types and decided to reclassify them鈥攕pecifically identifying accounts that appeared to be operated by robots. 

The large presence of robot accounts raises questions of whether other health topics are being driven by these accounts, she said. 

鈥淲e do not know the source, or if they are being paid by commercial interests,鈥� Martinez said. 鈥淎re these robot accounts evading regulations? I do not know the answer to that. But that is something consumers deserve to know, and there are some very clear rules about tobacco marketing and the ways in which it is regulated.鈥�