Infodemiology and Infoveillance: Scoping Review.

Amaryllis Mavragani
Author Information
  1. Amaryllis Mavragani: Department of Computing Science and Mathematics, Faculty of Natural Sciences, University of Stirling, Stirling, United Kingdom. ORCID

Abstract

BACKGROUND: Web-based sources are increasingly employed in the analysis, detection, and forecasting of diseases and epidemics, and in predicting human behavior toward several health topics. This use of the internet has come to be known as infodemiology, a concept introduced by Gunther Eysenbach. Infodemiology and infoveillance studies use web-based data and have become an integral part of health informatics research over the past decade.
OBJECTIVE: The aim of this paper is to provide a scoping review of the state-of-the-art in infodemiology along with the background and history of the concept, to identify sources and health categories and topics, to elaborate on the validity of the employed methods, and to discuss the gaps identified in current research.
METHODS: The PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines were followed to extract the publications that fall under the umbrella of infodemiology and infoveillance from the JMIR, PubMed, and Scopus databases. A total of 338 documents were extracted for assessment.
RESULTS: Of the 338 studies, the vast majority (n=282, 83.4%) were published with JMIR Publications. The Journal of Medical Internet Research features almost half of the publications (n=168, 49.7%), and JMIR Public Health and Surveillance has more than one-fifth of the examined studies (n=74, 21.9%). The interest in the subject has been increasing every year, with 2018 featuring more than one-fourth of the total publications (n=89, 26.3%), and the publications in 2017 and 2018 combined accounted for more than half (n=171, 50.6%) of the total number of publications in the last decade. The most popular source was Twitter with 45.0% (n=152), followed by Google with 24.6% (n=83), websites and platforms with 13.9% (n=47), blogs and forums with 10.1% (n=34), Facebook with 8.9% (n=30), and other search engines with 5.6% (n=19). As for the subjects examined, conditions and diseases with 17.2% (n=58) and epidemics and outbreaks with 15.7% (n=53) were the most popular categories identified in this review, followed by health care (n=39, 11.5%), drugs (n=40, 10.4%), and smoking and alcohol (n=29, 8.6%).
CONCLUSIONS: The field of infodemiology is becoming increasingly popular, employing innovative methods and approaches for health assessment. The use of web-based sources, which provide us with information that would not be accessible otherwise and tackles the issues arising from the time-consuming traditional methods, shows that infodemiology plays an important role in health informatics research.

Keywords

References

  1. J Med Internet Res. 2017 Mar 31;19(3):e91 [PMID: 28363883]
  2. JMIR Public Health Surveill. 2016 Jun 01;2(1):e30 [PMID: 27251981]
  3. J Med Internet Res. 2017 Sep 12;19(9):e315 [PMID: 28899847]
  4. J Med Internet Res. 2009 Mar 27;11(1):e11 [PMID: 19329408]
  5. JMIR Public Health Surveill. 2018 Apr 06;4(2):e37 [PMID: 29625958]
  6. JMIR Public Health Surveill. 2015 Mar 18;1(1):e2 [PMID: 27227125]
  7. J Med Internet Res. 2013 Jun 18;15(6):e124 [PMID: 23778053]
  8. J Med Internet Res. 2017 Dec 19;19(12):e419 [PMID: 29258975]
  9. J Med Internet Res. 2014 Jul 10;16(7):e169 [PMID: 25014311]
  10. J Med Internet Res. 2018 Apr 03;20(4):e130 [PMID: 29615386]
  11. J Med Internet Res. 2014 Nov 14;16(11):e250 [PMID: 25406040]
  12. J Med Internet Res. 2015 Jan 14;17(1):e18 [PMID: 25589009]
  13. J Med Internet Res. 2015 May 26;17(5):e128 [PMID: 26013683]
  14. JMIR Public Health Surveill. 2018 Mar 28;4(1):e30 [PMID: 29592849]
  15. J Med Internet Res. 2018 Mar 22;20(3):e113 [PMID: 29567633]
  16. JMIR Public Health Surveill. 2018 Mar 12;4(1):e24 [PMID: 29530839]
  17. JMIR Mhealth Uhealth. 2018 Sep 25;6(9):e181 [PMID: 30274969]
  18. J Med Internet Res. 2014 Mar 19;16(3):e84 [PMID: 24647327]
  19. J Med Internet Res. 2018 Nov 19;20(11):e11669 [PMID: 30455162]
  20. JMIR Public Health Surveill. 2017 Oct 03;3(4):e64 [PMID: 28974484]
  21. J Med Internet Res. 2016 Aug 29;18(8):e232 [PMID: 27573910]
  22. JMIR Ment Health. 2018 Nov 05;5(4):e61 [PMID: 30401662]
  23. J Med Internet Res. 2017 Feb 27;19(2):e56 [PMID: 28242592]
  24. JMIR Ment Health. 2016 May 16;3(2):e21 [PMID: 27185366]
  25. JMIR Diabetes. 2016 Nov 07;1(2):e4 [PMID: 30291053]
  26. J Med Internet Res. 2015 Aug 06;17(8):e194 [PMID: 26250986]
  27. J Med Internet Res. 2017 Jan 06;19(1):e7 [PMID: 28062392]
  28. J Med Internet Res. 2016 Jun 13;18(6):e148 [PMID: 27296242]
  29. J Med Internet Res. 2014 Sep 18;16(9):e212 [PMID: 25236385]
  30. JMIR Public Health Surveill. 2016 Jan 04;2(1):e1 [PMID: 27227144]
  31. J Med Internet Res. 2014 May 15;16(5):e129 [PMID: 24834471]
  32. JMIR Pediatr Parent. 2018 Dec 18;1(2):e12206 [PMID: 31518300]
  33. JMIR Diabetes. 2017 Oct 26;2(2):e27 [PMID: 30291073]
  34. JMIR Public Health Surveill. 2017 Aug 09;3(3):e51 [PMID: 28793981]
  35. J Med Internet Res. 2016 Sep 21;18(9):e251 [PMID: 27655225]
  36. JMIR Public Health Surveill. 2019 May 29;5(2):e13439 [PMID: 31144671]
  37. JMIR Public Health Surveill. 2015 Nov 20;1(2):e19 [PMID: 27227137]
  38. JMIR Public Health Surveill. 2018 Mar 29;4(1):e32 [PMID: 29599109]
  39. J Med Internet Res. 2017 Jun 09;19(6):e201 [PMID: 28600279]
  40. Theor Biol Med Model. 2014 May 7;11 Suppl 1:S6 [PMID: 25077431]
  41. JMIR Public Health Surveill. 2016 Dec 12;2(2):e171 [PMID: 27956376]
  42. JMIR Public Health Surveill. 2016 May 12;2(1):e19 [PMID: 27227154]
  43. J Med Internet Res. 2013 Sep 09;15(9):e198 [PMID: 24018012]
  44. J Med Internet Res. 2017 Dec 21;19(12):e416 [PMID: 29269339]
  45. JMIR Public Health Surveill. 2015 Sep 11;1(2):e11 [PMID: 27227129]
  46. J Med Internet Res. 2016 Jul 04;18(7):e177 [PMID: 27377323]
  47. JMIR Public Health Surveill. 2017 Oct 26;3(4):e77 [PMID: 29074469]
  48. JMIR Public Health Surveill. 2016 Mar 31;2(1):e16 [PMID: 27227151]
  49. J Med Internet Res. 2017 Jun 29;19(6):e228 [PMID: 28663166]
  50. J Med Internet Res. 2017 Jul 04;19(7):e236 [PMID: 28676471]
  51. J Med Internet Res. 2016 Sep 16;18(9):e252 [PMID: 27637361]
  52. JMIR Ment Health. 2018 Feb 15;5(1):e14 [PMID: 29449203]
  53. JMIR Mhealth Uhealth. 2017 Aug 02;5(8):e113 [PMID: 28768606]
  54. J Med Internet Res. 2013 Jul 18;15(7):e147 [PMID: 23896182]
  55. JMIR Cardio. 2018 May 02;2(1):e10057 [PMID: 31758762]
  56. J Med Internet Res. 2017 May 08;19(5):e156 [PMID: 28483739]
  57. J Med Internet Res. 2015 Apr 20;17(4):e98 [PMID: 25895907]
  58. J Med Internet Res. 2013 Nov 12;15(11):e256 [PMID: 24220250]
  59. JMIR Ment Health. 2017 Oct 23;4(4):e48 [PMID: 29061554]
  60. J Med Internet Res. 2016 Jun 28;18(6):e175 [PMID: 27354313]
  61. J Med Internet Res. 2017 Jan 20;19(1):e24 [PMID: 28108428]
  62. JMIR Public Health Surveill. 2018 Feb 09;4(1):e16 [PMID: 29426815]
  63. AMIA Annu Symp Proc. 2006;:244-8 [PMID: 17238340]
  64. J Med Internet Res. 2018 May 08;20(5):e168 [PMID: 29739736]
  65. JMIR Public Health Surveill. 2017 Jun 19;3(2):e38 [PMID: 28630032]
  66. J Med Internet Res. 2014 Jun 27;16(6):e157 [PMID: 24974893]
  67. J Med Internet Res. 2015 Nov 06;17(11):e251 [PMID: 26545927]
  68. J Med Internet Res. 2015 Oct 27;17(10):e243 [PMID: 26508089]
  69. JMIR Public Health Surveill. 2018 Jan 09;4(1):e4 [PMID: 29317382]
  70. J Med Internet Res. 2015 Nov 19;17(11):e264 [PMID: 26586281]
  71. J Med Internet Res. 2014 Dec 16;16(12):e289 [PMID: 25517353]
  72. JMIR Public Health Surveill. 2015 Jan-Jun;1(1):e5 [PMID: 27014744]
  73. JMIR Public Health Surveill. 2016 Oct 20;2(2):e161 [PMID: 27765731]
  74. J Med Internet Res. 2018 Aug 15;20(8):e252 [PMID: 30111530]
  75. JMIR Med Inform. 2017 Jul 31;5(3):e23 [PMID: 28760725]
  76. J Med Internet Res. 2018 Jan 08;20(1):e6 [PMID: 29311051]
  77. JMIR Public Health Surveill. 2018 Dec 06;4(4):e10834 [PMID: 30522989]
  78. J Med Internet Res. 2014 Oct 16;16(10):e238 [PMID: 25320863]
  79. JMIR Public Health Surveill. 2017 Nov 20;3(4):e90 [PMID: 29158208]
  80. JMIR Ment Health. 2018 Dec 13;5(4):e11483 [PMID: 30545811]
  81. JMIR Public Health Surveill. 2018 Apr 23;4(2):e43 [PMID: 29685871]
  82. J Med Internet Res. 2014 Sep 25;16(9):e221 [PMID: 25257217]
  83. J Med Internet Res. 2015 Dec 16;17(12):e280 [PMID: 26677966]
  84. J Med Internet Res. 2012 Oct 04;14(5):e125 [PMID: 23037553]
  85. J Med Internet Res. 2015 Jul 01;17(7):e159 [PMID: 26133525]
  86. J Med Internet Res. 2015 Aug 25;17(8):e208 [PMID: 26307512]
  87. Ann Intern Med. 2018 Oct 2;169(7):467-473 [PMID: 30178033]
  88. J Med Internet Res. 2013 Aug 29;15(8):e174 [PMID: 23989137]
  89. JMIR Public Health Surveill. 2018 Dec 21;4(4):e11361 [PMID: 30578212]
  90. J Med Internet Res. 2018 Nov 06;20(11):e270 [PMID: 30401664]
  91. Am J Prev Med. 2011 May;40(5 Suppl 2):S154-8 [PMID: 21521589]
  92. J Med Internet Res. 2018 May 02;20(5):e10327 [PMID: 29698213]
  93. J Med Internet Res. 2018 Dec 06;20(12):e11817 [PMID: 30522991]
  94. JMIR Public Health Surveill. 2017 Sep 26;3(3):e63 [PMID: 28951381]
  95. Int J Public Health. 2014 Oct;59(5):841-9 [PMID: 25012799]
  96. JMIR Public Health Surveill. 2017 Oct 31;3(4):e82 [PMID: 29089294]
  97. JMIR Ment Health. 2018 May 23;5(2):e43 [PMID: 29792291]
  98. Am J Med. 2002 Dec 15;113(9):763-5 [PMID: 12517369]
  99. J Med Internet Res. 2004 Jun 25;6(2):e20 [PMID: 15249269]
  100. JMIR Res Protoc. 2018 Dec 14;7(12):e10720 [PMID: 30552084]
  101. J Med Internet Res. 2018 Sep 14;20(9):e10244 [PMID: 30217792]
  102. JMIR Public Health Surveill. 2017 Apr 07;3(2):e18 [PMID: 28389417]
  103. J Med Internet Res. 2013 Sep 06;15(9):e189 [PMID: 24014109]
  104. J Med Internet Res. 2018 Dec 10;20(12):e10911 [PMID: 30530449]
  105. J Med Internet Res. 2012 Dec 13;14(6):e165 [PMID: 23238600]
  106. J Med Internet Res. 2013 Jan 11;15(1):e3 [PMID: 23305632]
  107. JMIR Public Health Surveill. 2018 Nov 22;4(4):e10827 [PMID: 30467106]
  108. J Med Internet Res. 2017 Sep 01;19(9):e308 [PMID: 28864427]
  109. JMIR Public Health Surveill. 2017 Apr 06;3(2):e17 [PMID: 28385679]
  110. JMIR Public Health Surveill. 2017 Apr 20;3(2):e22 [PMID: 28428164]
  111. J Med Internet Res. 2014 Apr 09;16(4):e104 [PMID: 24718852]
  112. JMIR Public Health Surveill. 2017 Jun 22;3(2):e36 [PMID: 28642212]
  113. J Med Internet Res. 2017 Nov 06;19(11):e370 [PMID: 29109069]
  114. J Med Internet Res. 2015 Jun 10;17(6):e144 [PMID: 26063290]
  115. JMIR Public Health Surveill. 2018 Mar 20;4(1):e22 [PMID: 29559422]
  116. JMIR Public Health Surveill. 2017 Oct 18;3(4):e74 [PMID: 29046267]
  117. JMIR Public Health Surveill. 2017 Dec 20;3(4):e98 [PMID: 29263018]
  118. J Med Internet Res. 2011 May 10;13(2):e36 [PMID: 21558062]
  119. J Med Internet Res. 2018 Nov 21;20(11):e10513 [PMID: 30452385]
  120. J Med Internet Res. 2018 Mar 14;20(3):e85 [PMID: 29540337]
  121. J Med Internet Res. 2016 Feb 11;18(2):e35 [PMID: 26868917]
  122. J Med Internet Res. 2018 May 14;20(5):e186 [PMID: 29759954]
  123. J Med Internet Res. 2018 Jun 22;20(6):e226 [PMID: 29934290]
  124. J Med Internet Res. 2016 Dec 05;18(12):e318 [PMID: 27919863]
  125. J Med Internet Res. 2015 Sep 29;17(9):e220 [PMID: 26420469]
  126. J Med Internet Res. 2014 Jan 17;16(1):e20 [PMID: 24440770]
  127. JMIR Ment Health. 2017 Oct 18;4(4):e43 [PMID: 29046270]
  128. J Med Internet Res. 2018 Jul 09;20(7):e236 [PMID: 29986843]
  129. JMIR Public Health Surveill. 2016 Apr 28;2(1):e17 [PMID: 27227152]
  130. JMIR Public Health Surveill. 2018 May 28;4(2):e55 [PMID: 29807884]
  131. JMIR Med Inform. 2018 Nov 29;6(4):e45 [PMID: 30497991]
  132. JMIR Public Health Surveill. 2018 Sep 25;4(3):e65 [PMID: 30274968]
  133. J Med Internet Res. 2014 Apr 28;16(4):e116 [PMID: 24776527]
  134. JMIR Public Health Surveill. 2017 Dec 13;3(4):e92 [PMID: 29237582]
  135. JMIR Public Health Surveill. 2018 Jun 29;4(2):e10150 [PMID: 29959106]
  136. J Med Internet Res. 2016 Mar 17;18(3):e62 [PMID: 26987964]
  137. JMIR Diabetes. 2018 Dec 21;3(4):e11177 [PMID: 30578222]
  138. J Med Internet Res. 2017 Jul 24;19(7):e259 [PMID: 28739560]
  139. J Med Internet Res. 2017 Jul 10;19(7):e243 [PMID: 28694239]
  140. JMIR Public Health Surveill. 2015 Jul 27;1(2):e7 [PMID: 27227141]
  141. JMIR Public Health Surveill. 2018 Nov 22;4(4):e10262 [PMID: 30467102]
  142. Lupus. 2017 Jul;26(8):886-889 [PMID: 28162030]
  143. Interact J Med Res. 2018 May 08;7(1):e9 [PMID: 29739734]
  144. JMIR Diabetes. 2017 Jul 11;2(2):e12 [PMID: 30291096]
  145. JMIR Public Health Surveill. 2018 May 02;4(2):e10180 [PMID: 29720364]
  146. Int J Med Inform. 2017 Nov;107:65-69 [PMID: 29029693]
  147. J Med Internet Res. 2015 Apr 07;17(4):e90 [PMID: 25855612]
  148. J Med Internet Res. 2017 Dec 13;19(12):e414 [PMID: 29237586]

MeSH Term

Humans
Internet
Medical Informatics
Search Engine

Word Cloud

Created with Highcharts 10.0.0healthinfodemiologypublications6%sourcesuseinfoveillancestudiesweb-baseddataresearchreviewmethodsfollowedJMIRtotal9%popularincreasinglyemployeddiseasesepidemicstopicsinternetconceptInfodemiologyinformaticsdecadeprovidecategoriesidentified338assessment4%half7%examined2018108BACKGROUND:Web-basedanalysisdetectionforecastingpredictinghumanbehaviortowardseveralcomeknownintroducedGuntherEysenbachbecomeintegralpartpastOBJECTIVE:aimpaperscopingstate-of-the-artalongbackgroundhistoryidentifyelaboratevaliditydiscussgapscurrentMETHODS:PRISMAPreferredReportingItemsSystematicReviewsMeta-AnalysesguidelinesextractfallumbrellaPubMedScopusdatabasesdocumentsextractedRESULTS:vastmajorityn=28283publishedPublicationsJournalMedicalInternetResearchfeaturesalmostn=16849PublicHealthSurveillanceone-fifthn=7421interestsubjectincreasingeveryyearfeaturingone-fourthn=89263%2017combinedaccountedn=17150numberlastsourceTwitter450%n=152Google24n=83websitesplatforms13n=47blogsforums1%n=34Facebookn=30searchengines5n=19subjectsconditions172%n=58outbreaks15n=53caren=39115%drugsn=40smokingalcoholn=29CONCLUSIONS:fieldbecomingemployinginnovativeapproachesusinformationaccessibleotherwisetacklesissuesarisingtime-consumingtraditionalshowsplaysimportantroleInfoveillance:ScopingReviewbig

Similar Articles

Cited By