2013
DOI: 10.2196/jmir.2936
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Internet Search Patterns of Human Immunodeficiency Virus and the Digital Divide in the Russian Federation: Infoveillance Study

Abstract: BackgroundHuman immunodeficiency virus (HIV) is a serious health problem in the Russian Federation. However, the true scale of HIV in Russia has long been the subject of considerable debate. Using digital surveillance to monitor diseases has become increasingly popular in high income countries. But Internet users may not be representative of overall populations, and the characteristics of the Internet-using population cannot be directly ascertained from search pattern data. This exploratory infoveillance study… Show more

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Cited by 32 publications
(31 citation statements)
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“…On the other hand, general downtrends of the search volume of dental caries in India and Brazil may be explained by the lower penetration of the Internet in these countries when compared with high-income ones, especially in the first years of availability of data. Originally, this type of surveillance method was better suited to developed countries, characterized by a great amount of web users and high Internet penetration [Carneiro and Mylonakis, 2009]; nevertheless, the rapid increase of Internet penetration has proven the efficiency of digital epidemiological studies in middle-income countries in the last years [Bagramian et al, 2009;Aguiar et al, 2010;Zheluk et al, 2013].…”
Section: Brazilmentioning
confidence: 99%
“…On the other hand, general downtrends of the search volume of dental caries in India and Brazil may be explained by the lower penetration of the Internet in these countries when compared with high-income ones, especially in the first years of availability of data. Originally, this type of surveillance method was better suited to developed countries, characterized by a great amount of web users and high Internet penetration [Carneiro and Mylonakis, 2009]; nevertheless, the rapid increase of Internet penetration has proven the efficiency of digital epidemiological studies in middle-income countries in the last years [Bagramian et al, 2009;Aguiar et al, 2010;Zheluk et al, 2013].…”
Section: Brazilmentioning
confidence: 99%
“…Previous infodemiology literature has examined Web search query data to evaluate various public health and health care research questions. For example, several studies used Web search query data to identify influenza outbreaks ahead of conventional population detection methods in the United States [5-13] and abroad [14-20], as well as other public health surveillance [21-24]. Researchers have also analyzed search queries for the detection and prevention of adverse drug events, or any other drug related complications [25-27].…”
Section: Introductionmentioning
confidence: 99%
“…When appropriately trained, these methods can be quite accurate; for example, many of the cited models can produce near real-time estimates of case counts with correlations upwards of r = 0.95. The collection of disease surveillance work cited above has estimated incidence for a wide variety of infectious and noninfectious conditions: avian influenza [52], cancer [55], chicken pox [67], cholera [81], dengue [50,53,84], dysentery [76], gastroenteritis [56,61,67], gonorrhea [64], hand foot and mouth disease (HFMD) [72], HIV/AIDS [75,76], influenza [34,36,54,57,59,62,63,65,67,68,71,74,[77][78][79][80]82,83,[85][86][87][88][89][90][91][92][93], kidney stones [51], listeriosis [70], malaria [66], methicillin-resistant Staphylococcus aureus (MRSA) [58]<...>…”
Section: Author Summarymentioning
confidence: 99%
“…Deep access to search queries from Baidu, a Chinese-language search engine serving mostly the Chinese market (http://www.baidu.com) [64,74,76]; Google [36,[50][51][52][53][54][56][57][58][59][60][65][66][67][69][70][71][72][73]75]; Yahoo [55,68]; and Yandex, a search engine serving mostly Russia and Slavic countries in Russian (http://www.yandex.ru), English (http://www. yandex.com), and Turkish (http://www.yandex.com.tr) [75], as well as purpose-built health website search queries [61][62][63] and access logs [72,93] are available only to those within the organizations, upon payment of an often-substantial fee, or by some other special arrangement. While tools such as Baidu Index (http://index.baidu.com), Google Trends (http://www.…”
Section: Author Summarymentioning
confidence: 99%