@Article{信息:doi 10.2196 / / jmir。5144，作者=“Katsuki, Takeo和Mackey, Tim Ken和Cuomo, Raphael”，标题=“建立处方药滥用和非法在线药店之间的联系:推特数据分析”，期刊=“J Med Internet Res”，年=“2015”，月=“12”，日=“16”，卷=“17”，数字=“12”，页=“e280”，关键词=“社交媒体;监测;滥用处方药;推特;电子健康;非法网上药店;cyberpharmacies;infodemiology;背景:青少年非医疗使用处方药(NUPM)已成为一种全国性的流行病。 However, little is known about the association between promotion of NUPM behavior and access via the popular social media microblogging site, Twitter, which is currently used by a third of all teens. Objective: In order to better assess NUPM behavior online, this study conducts surveillance and analysis of Twitter data to characterize the frequency of NUPM-related tweets and also identifies illegal access to drugs of abuse via online pharmacies. Methods: Tweets were collected over a 2-week period from April 1-14, 2015, by applying NUPM keyword filters for both generic/chemical and street names associated with drugs of abuse using the Twitter public streaming application programming interface. Tweets were then analyzed for relevance to NUPM and whether they promoted illegal online access to prescription drugs using a protocol of content coding and supervised machine learning. Results: A total of 2,417,662 tweets were collected and analyzed for this study. Tweets filtered for generic drugs names comprised 232,108 tweets, including 22,174 unique associated uniform resource locators (URLs), and 2,185,554 tweets (376,304 unique URLs) filtered for street names. Applying an iterative process of manual content coding and supervised machine learning, 81.72{\%} of the generic and 12.28{\%} of the street NUPM datasets were predicted as having content relevant to NUPM respectively. By examining hyperlinks associated with NUPM relevant content for the generic Twitter dataset, we discovered that 75.72{\%} of the tweets with URLs included a hyperlink to an online marketing affiliate that directly linked to an illicit online pharmacy advertising the sale of Valium without a prescription. Conclusions: This study examined the association between Twitter content, NUPM behavior promotion, and online access to drugs using a broad set of prescription drug keywords. Initial results are concerning, as our study found over 45,000 tweets that directly promoted NUPM by providing a URL that actively marketed the illegal online sale of prescription drugs of abuse. Additional research is needed to further establish the link between Twitter content and NUPM, as well as to help inform future technology-based tools, online health promotion activities, and public policy to combat NUPM online. ", issn="1438-8871", doi="10.2196/jmir.5144", url="//www.mybigtv.com/2015/12/e280/", url="https://doi.org/10.2196/jmir.5144", url="http://www.ncbi.nlm.nih.gov/pubmed/26677966" }