메뉴 건너뛰기




Volumn 17, Issue 6, 2015, Pages e138-

A scalable framework to detect personal health mentions on Twitter

Author keywords

Consumer health; Infodemiology; Information retrieval; Machine learning; Social media; Twitter

Indexed keywords

HEALTH STATUS; HUMAN; INFORMATION PROCESSING; INTERNET; INTERPERSONAL COMMUNICATION; SELF DISCLOSURE; SOCIAL MEDIA;

EID: 84936754564     PISSN: None     EISSN: 14388871     Source Type: Journal    
DOI: 10.2196/jmir.4305     Document Type: Article
Times cited : (53)

References (42)
  • 1
    • 0027168511 scopus 로고
    • The SF36 health survey questionnaire: An outcome measure suitable for routine use within the NHS?
    • May 29, [Medline: 8518640]
    • Garratt A, Ruta D, Abdalla M, Buckingham J, Russell I. The SF36 health survey questionnaire: an outcome measure suitable for routine use within the NHS? BMJ 1993 May 29;306(6890):1440-1444 [FREE Full text] [Medline: 8518640]
    • (1993) BMJ , vol.306 , Issue.6890 , pp. 1440-1444
    • Garratt, A.1    Ruta, D.2    Abdalla, M.3    Buckingham, J.4    Russell, I.5
  • 2
    • 0034630286 scopus 로고    scopus 로고
    • Quality of anticoagulation management among patients with atrial fibrillation: Results of a review of medical records from 2 communities
    • Apr 10, [Medline: 10761962]
    • Samsa GP, Matchar DB, Goldstein LB, Bonito AJ, Lux LJ, Witter DM, et al. Quality of anticoagulation management among patients with atrial fibrillation: results of a review of medical records from 2 communities. Arch Intern Med 2000 Apr 10;160(7):967-973. [Medline: 10761962]
    • (2000) Arch Intern Med , vol.160 , Issue.7 , pp. 967-973
    • Samsa, G.P.1    Matchar, D.B.2    Goldstein, L.B.3    Bonito, A.J.4    Lux, L.J.5    Witter, D.M.6
  • 3
    • 0034117150 scopus 로고    scopus 로고
    • Retrospective assessment of initial stroke severity with the NIH Stroke Scale
    • Apr, [Medline: 10753988]
    • Williams LS, Yilmaz EY, Lopez-Yunez AM. Retrospective assessment of initial stroke severity with the NIH Stroke Scale. Stroke 2000 Apr;31(4):858-862 [FREE Full text] [Medline: 10753988]
    • (2000) Stroke , vol.31 , Issue.4 , pp. 858-862
    • Williams, L.S.1    Yilmaz, E.Y.2    Lopez-Yunez, A.M.3
  • 4
    • 0027616341 scopus 로고
    • Using claims data for epidemiologic research. The concordance of claims-based criteria with the medical record and patient survey for identifying a hypertensive population
    • Jun, [Medline: 8501997]
    • Quam L, Ellis LB, Venus P, Clouse J, Taylor CG, Leatherman S. Using claims data for epidemiologic research. The concordance of claims-based criteria with the medical record and patient survey for identifying a hypertensive population. Med Care 1993 Jun;31(6):498-507. [Medline: 8501997]
    • (1993) Med Care , vol.31 , Issue.6 , pp. 498-507
    • Quam, L.1    Ellis, L.B.2    Venus, P.3    Clouse, J.4    Taylor, C.G.5    Leatherman, S.6
  • 5
    • 3242698570 scopus 로고    scopus 로고
    • Using the Internet for surveys and health research
    • [Medline: 12554560]
    • Eysenbach G, Wyatt J. Using the Internet for surveys and health research. J Med Internet Res 2002;4(2):E13 [FREE Full text] [doi: 10.2196/jmir.4.2.e13] [Medline: 12554560]
    • (2002) J Med Internet Res , vol.4 , Issue.2 , pp. E13
    • Eysenbach, G.1    Wyatt, J.2
  • 6
    • 84887401594 scopus 로고    scopus 로고
    • Electronic health records: New opportunities for clinical research
    • Dec, [Medline: 23952476]
    • Coorevits P, Sundgren M, Klein GO, Bahr A, Claerhout B, Daniel C, et al. Electronic health records: new opportunities for clinical research. J Intern Med 2013 Dec;274(6):547-560. [doi: 10.1111/joim.12119] [Medline: 23952476]
    • (2013) J Intern Med , vol.274 , Issue.6 , pp. 547-560
    • Coorevits, P.1    Sundgren, M.2    Klein, G.O.3    Bahr, A.4    Claerhout, B.5    Daniel, C.6
  • 7
    • 84861235431 scopus 로고    scopus 로고
    • Mining electronic health records: Towards better research applications and clinical care
    • Jun, [Medline: 22549152]
    • Jensen PB, Jensen LJ, Brunak S. Mining electronic health records: towards better research applications and clinical care. Nat Rev Genet 2012 Jun;13(6):395-405. [doi: 10.1038/nrg3208] [Medline: 22549152]
    • (2012) Nat Rev Genet , vol.13 , Issue.6 , pp. 395-405
    • Jensen, P.B.1    Jensen, L.J.2    Brunak, S.3
  • 8
    • 84865077477 scopus 로고    scopus 로고
    • Building a robust, scalable and standards-driven infrastructure for secondary use of EHR data: The SHARPn project
    • Aug, [Medline: 22326800]
    • Rea S, Pathak J, Savova G, Oniki TA, Westberg L, Beebe CE, et al. Building a robust, scalable and standards-driven infrastructure for secondary use of EHR data: the SHARPn project. J Biomed Inform 2012 Aug;45(4):763-771 [FREE Full text] [doi: 10.1016/j.jbi.2012.01.009] [Medline: 22326800]
    • (2012) J Biomed Inform , vol.45 , Issue.4 , pp. 763-771
    • Rea, S.1    Pathak, J.2    Savova, G.3    Oniki, T.A.4    Westberg, L.5    Beebe, C.E.6
  • 9
    • 84897008631 scopus 로고    scopus 로고
    • Small data, where n=me
    • Apr 01
    • Estrin D. Small data, where n=me. Commun ACM 2014 Apr 01;57(4):32-34. [doi: 10.1145/2580944]
    • (2014) Commun ACM , vol.57 , Issue.4 , pp. 32-34
    • Estrin, D.1
  • 10
    • 84880314239 scopus 로고    scopus 로고
    • Mobile health technology evaluation: The mHealth evidence workshop
    • Aug, [Medline: 23867031]
    • Kumar S, Nilsen WJ, Abernethy A, Atienza A, Patrick K, Pavel M, et al. Mobile health technology evaluation: the mHealth evidence workshop. Am J Prev Med 2013 Aug;45(2):228-236 [FREE Full text] [doi: 10.1016/j.amepre.2013.03.017] [Medline: 23867031]
    • (2013) Am J Prev Med , vol.45 , Issue.2 , pp. 228-236
    • Kumar, S.1    Nilsen, W.J.2    Abernethy, A.3    Atienza, A.4    Patrick, K.5    Pavel, M.6
  • 11
    • 84874493067 scopus 로고    scopus 로고
    • Scaling up mHealth: Where is the evidence?
    • [Medline: 23424286]
    • Tomlinson M, Rotheram-Borus MJ, Swartz L, Tsai A. Scaling up mHealth: where is the evidence? PLoS Med 2013;10(2):e1001382 [FREE Full text] [doi: 10.1371/journal.pmed.1001382] [Medline: 23424286]
    • (2013) PLoS Med , vol.10 , Issue.2 , pp. e1001382
    • Tomlinson, M.1    Rotheram-Borus, M.J.2    Swartz, L.3    Tsai, A.4
  • 12
    • 84873297143 scopus 로고    scopus 로고
    • Crowdsourcing medical research
    • Jan
    • Riedl J, Riedl E. Crowdsourcing medical research. Computer 2013 Jan;46(1):89-92. [doi: 10.1109/MC.2013.15]
    • (2013) Computer , vol.46 , Issue.1 , pp. 89-92
    • Riedl, J.1    Riedl, E.2
  • 13
    • 84893333048 scopus 로고    scopus 로고
    • Subjects no more: What happens when trial participants realize they hold the power?
    • [Medline: 24472779]
    • Wicks P, Vaughan T, Heywood J. Subjects no more: what happens when trial participants realize they hold the power? BMJ 2014;348:g368 [FREE Full text] [Medline: 24472779]
    • (2014) BMJ , vol.348 , pp. g368
    • Wicks, P.1    Vaughan, T.2    Heywood, J.3
  • 17
    • 63249087703 scopus 로고    scopus 로고
    • [accessed 2015-05-13] [WebCite Cache ID 6YUMTLNXr]
    • Medical Expenditure Panel Survey. URL: http://meps.ahrq.gov/mepsweb/ [accessed 2015-05-13] [WebCite Cache ID 6YUMTLNXr]
    • Medical Expenditure Panel Survey
  • 18
    • 84907515232 scopus 로고    scopus 로고
    • Representation of health conditions on Facebook: Content analysis and evaluation of user engagement
    • [Medline: 25092386]
    • Hale TM, Pathipati AS, Zan S, Jethwani K. Representation of health conditions on Facebook: content analysis and evaluation of user engagement. J Med Internet Res 2014;16(8):e182 [FREE Full text] [doi: 10.2196/jmir.3275] [Medline: 25092386]
    • (2014) J Med Internet Res , vol.16 , Issue.8 , pp. e182
    • Hale, T.M.1    Pathipati, A.S.2    Zan, S.3    Jethwani, K.4
  • 19
    • 84928205991 scopus 로고    scopus 로고
    • Discovering health topics in social media using topic models
    • [Medline: 25084530]
    • Paul MJ, Dredze M. Discovering health topics in social media using topic models. PLoS One 2014;9(8):e103408 [FREE Full text] [doi: 10.1371/journal.pone.0103408] [Medline: 25084530]
    • (2014) PLoS One , vol.9 , Issue.8 , pp. e103408
    • Paul, M.J.1    Dredze, M.2
  • 21
    • 84877338472 scopus 로고    scopus 로고
    • Tweaking and tweeting: Exploring Twitter for nonmedical use of a psychostimulant drug (Adderall) among college students
    • [Medline: 23594933]
    • Hanson CL, Burton SH, Giraud-Carrier C, West JH, Barnes MD, Hansen B. Tweaking and tweeting: exploring Twitter for nonmedical use of a psychostimulant drug (Adderall) among college students. J Med Internet Res 2013;15(4):e62 [FREE Full text] [doi: 10.2196/jmir.2503] [Medline: 23594933]
    • (2013) J Med Internet Res , vol.15 , Issue.4 , pp. e62
    • Hanson, C.L.1    Burton, S.H.2    Giraud-Carrier, C.3    West, J.H.4    Barnes, M.D.5    Hansen, B.6
  • 22
    • 84887754330 scopus 로고    scopus 로고
    • An exploration of social circles and prescription drug abuse through Twitter
    • [Medline: 24014109]
    • Hanson CL, Cannon B, Burton S, Giraud-Carrier C. An exploration of social circles and prescription drug abuse through Twitter. J Med Internet Res 2013;15(9):e189 [FREE Full text] [doi: 10.2196/jmir.2741] [Medline: 24014109]
    • (2013) J Med Internet Res , vol.15 , Issue.9 , pp. e189
    • Hanson, C.L.1    Cannon, B.2    Burton, S.3    Giraud-Carrier, C.4
  • 23
    • 84878703613 scopus 로고    scopus 로고
    • Social media and the empowering of opponents of medical technologies: The case of anti-vaccinationism
    • [Medline: 23715762]
    • Wilson K, Keelan J. Social media and the empowering of opponents of medical technologies: the case of anti-vaccinationism. J Med Internet Res 2013;15(5):e103 [FREE Full text] [doi: 10.2196/jmir.2409] [Medline: 23715762]
    • (2013) J Med Internet Res , vol.15 , Issue.5 , pp. e103
    • Wilson, K.1    Keelan, J.2
  • 24
    • 84906221954 scopus 로고    scopus 로고
    • The use of social media by state tobacco control programs to promote smoking cessation: A cross-sectional study
    • [Medline: 25014311]
    • Duke JC, Hansen H, Kim AE, Curry L, Allen J. The use of social media by state tobacco control programs to promote smoking cessation: a cross-sectional study. J Med Internet Res 2014;16(7):e169 [FREE Full text] [doi: 10.2196/jmir.3430] [Medline: 25014311]
    • (2014) J Med Internet Res , vol.16 , Issue.7 , pp. e169
    • Duke, J.C.1    Hansen, H.2    Kim, A.E.3    Curry, L.4    Allen, J.5
  • 25
    • 84892895624 scopus 로고    scopus 로고
    • Diffusion of an evidence-based smoking cessation intervention through Facebook: A randomised controlled trial study protocol
    • [Medline: 24448847]
    • Cobb NK, Jacobs MA, Saul J, Wileyto EP, Graham AL. Diffusion of an evidence-based smoking cessation intervention through Facebook: a randomised controlled trial study protocol. BMJ Open 2014;4(1):e004089 [FREE Full text] [doi: 10.1136/bmjopen-2013-004089] [Medline: 24448847]
    • (2014) BMJ Open , vol.4 , Issue.1 , pp. e004089
    • Cobb, N.K.1    Jacobs, M.A.2    Saul, J.3    Wileyto, E.P.4    Graham, A.L.5
  • 26
    • 84861306823 scopus 로고    scopus 로고
    • Harnessing Online Peer Education (HOPE): Integrating C-POL and social media to train peer leaders in HIV prevention
    • [Medline: 22149081]
    • Jaganath D, Gill HK, Cohen AC, Young SD. Harnessing Online Peer Education (HOPE): integrating C-POL and social media to train peer leaders in HIV prevention. AIDS Care 2012;24(5):593-600 [FREE Full text] [doi: 10.1080/09540121.2011.630355] [Medline: 22149081]
    • (2012) AIDS Care , vol.24 , Issue.5 , pp. 593-600
    • Jaganath, D.1    Gill, H.K.2    Cohen, A.C.3    Young, S.D.4
  • 28
    • 84910107444 scopus 로고    scopus 로고
    • A case study of the New York City 2012-2013 influenza season with daily geocoded Twitter data from temporal and spatiotemporal perspectives
    • [Medline: 25331122]
    • Nagar R, Yuan Q, Freifeld CC, Santillana M, Nojima A, Chunara R, et al. A case study of the New York City 2012-2013 influenza season with daily geocoded Twitter data from temporal and spatiotemporal perspectives. J Med Internet Res 2014;16(10):e236 [FREE Full text] [doi: 10.2196/jmir.3416] [Medline: 25331122]
    • (2014) J Med Internet Res , vol.16 , Issue.10 , pp. e236
    • Nagar, R.1    Yuan, Q.2    Freifeld, C.C.3    Santillana, M.4    Nojima, A.5    Chunara, R.6
  • 29
    • 84887933657 scopus 로고    scopus 로고
    • The complex relationship of realspace events and messages in cyberspace: Case study of influenza and pertussis using tweets
    • [Medline: 24158773]
    • Nagel AC, Tsou MH, Spitzberg BH, An L, Gawron JM, Gupta DK, et al. The complex relationship of realspace events and messages in cyberspace: case study of influenza and pertussis using tweets. J Med Internet Res 2013;15(10):e237 [FREE Full text] [doi: 10.2196/jmir.2705] [Medline: 24158773]
    • (2013) J Med Internet Res , vol.15 , Issue.10 , pp. e237
    • Nagel, A.C.1    Tsou, M.H.2    Spitzberg, B.H.3    An, L.4    Gawron, J.M.5    Gupta, D.K.6
  • 30
    • 84897588425 scopus 로고    scopus 로고
    • Social networking and online recruiting for HIV research: Ethical challenges
    • Feb, [Medline: 24572084]
    • Curtis BL. Social networking and online recruiting for HIV research: ethical challenges. J Empir Res Hum Res Ethics 2014 Feb;9(1):58-70 [FREE Full text] [doi: 10.1525/jer.2014.9.1.58] [Medline: 24572084]
    • (2014) J Empir Res Hum Res Ethics , vol.9 , Issue.1 , pp. 58-70
    • Curtis, B.L.1
  • 31
    • 84896056107 scopus 로고    scopus 로고
    • Big data. The parable of Google Flu: Traps in big data analysis
    • Mar 14, [Medline: 24626916]
    • Lazer DM, Kennedy R, King G, Vespignani A. Big data. The parable of Google Flu: traps in big data analysis. Science 2014 Mar 14;343(6176):1203-1205. [doi: 10.1126/science.1248506] [Medline: 24626916]
    • (2014) Science , vol.343 , Issue.6176 , pp. 1203-1205
    • Lazer, D.M.1    Kennedy, R.2    King, G.3    Vespignani, A.4
  • 34
    • 84891089289 scopus 로고    scopus 로고
    • Entity extraction, linking, classification, and tagging for social media
    • Aug 27
    • Gattani A, Doan A, Lamba D, Garera N, Tiwari M, Chai X, et al. Entity extraction, linking, classification, and tagging for social media. Proc VLDB Endow 2013 Aug 27;6(11):1126-1137. [doi: 10.14778/2536222.2536237]
    • (2013) Proc VLDB Endow , vol.6 , Issue.11 , pp. 1126-1137
    • Gattani, A.1    Doan, A.2    Lamba, D.3    Garera, N.4    Tiwari, M.5    Chai, X.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.