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Volumn 7, Issue 1, 2017, Pages

Forecasting the onset and course of mental illness with Twitter data

Author keywords

[No Author keywords available]

Indexed keywords

DEPRESSION; DISEASE EXACERBATION; HUMAN; POSTTRAUMATIC STRESS DISORDER; SOCIAL MEDIA;

EID: 85031096795     PISSN: None     EISSN: 20452322     Source Type: Journal    
DOI: 10.1038/s41598-017-12961-9     Document Type: Article
Times cited : (297)

References (56)
  • 1
    • 84981736758 scopus 로고    scopus 로고
    • Screening for Pancreatic Adenocarcinoma Using Signals from Web Search Logs: Feasibility Study and Results
    • Paparrizos, J., White, R. W. & Horvitz, E. Screening for Pancreatic Adenocarcinoma Using Signals From Web Search Logs: Feasibility Study and Results. J Oncol Pract: JOPR010504 (2016).
    • (2016) J Oncol Pract , pp. JOPR010504
    • Paparrizos, J.1    White, R.W.2    Horvitz, E.3
  • 2
    • 77958594601 scopus 로고    scopus 로고
    • Social network sensors for early detection of contagious outbreaks
    • Christakis, N. A. & Fowler, J. H. Social network sensors for early detection of contagious outbreaks. PLoS ONE 5(9), e12948 (2010).
    • (2010) PLoS ONE , vol.5 , Issue.9 , pp. e12948
    • Christakis, N.A.1    Fowler, J.H.2
  • 4
    • 84862258546 scopus 로고    scopus 로고
    • Trending now: Using social media to predict and track disease outbreaks
    • Schmidt, C. W. Trending now: Using social media to predict and track disease outbreaks. Environ Health Perspect 120(1), a30-a33 (2012).
    • (2012) Environ Health Perspect , vol.120 , Issue.1 , pp. a30-a33
    • Schmidt, C.W.1
  • 6
    • 84856713768 scopus 로고    scopus 로고
    • Associations between displayed alcohol references on Facebook and problem drinking among college students
    • Moreno, M., Christakis, D., Egan, K., Brockman, L. & Becker, T. Associations between displayed alcohol references on Facebook and problem drinking among college students. Arch Pediatr Adolesc Med 166(2), 157-163 (2012).
    • (2012) Arch Pediatr Adolesc Med , vol.166 , Issue.2 , pp. 157-163
    • Moreno, M.1    Christakis, D.2    Egan, K.3    Brockman, L.4    Becker, T.5
  • 10
    • 79959819787 scopus 로고    scopus 로고
    • Feeling bad on Facebook: Depression disclosures by college students on a social networking site
    • Moreno, M. A. et al. Feeling bad on Facebook: Depression disclosures by college students on a social networking site. Depress Anxiety 28(6), 447-455 (2011).
    • (2011) Depress Anxiety , vol.28 , Issue.6 , pp. 447-455
    • Moreno, M.A.1
  • 12
    • 85027011738 scopus 로고    scopus 로고
    • Instagram photos reveal predictive markers of depression
    • Reece, A. G. & Danforth, C. M. Instagram photos reveal predictive markers of depression. EPJ Data Science 6(1), 15 (2017).
    • (2017) EPJ Data Science , vol.6 , Issue.1 , pp. 15
    • Reece, A.G.1    Danforth, C.M.2
  • 16
    • 84873327794 scopus 로고    scopus 로고
    • Global variation in the prevalence and incidence of major depressive disorder: A systematic review of the epidemiological literature
    • Ferrari, A. et al. Global variation in the prevalence and incidence of major depressive disorder: a systematic review of the epidemiological literature. Psychol Med 43(3), 471-481 (2013).
    • (2013) Psychol Med , vol.43 , Issue.3 , pp. 471-481
    • Ferrari, A.1
  • 18
    • 49749145291 scopus 로고    scopus 로고
    • Prevalence, diagnosis, and treatment of depression and generalized anxiety disorder in a diverse urban community
    • Gwynn, R. C. et al. Prevalence, diagnosis, and treatment of depression and generalized anxiety disorder in a diverse urban community. Psychiatr Serv 59(6), 641-647 (2008).
    • (2008) Psychiatr Serv , vol.59 , Issue.6 , pp. 641-647
    • Gwynn, R.C.1
  • 20
    • 34248586059 scopus 로고    scopus 로고
    • Prevalence of Depression-PTSD comorbidity: Implications for clinical practice guidelines and primary care-based interventions
    • Campbell, D. G. et al. Prevalence of Depression-PTSD comorbidity: Implications for clinical practice guidelines and primary care-based interventions. J Gen Intern Med 22(6), 711-718 (2007).
    • (2007) J Gen Intern Med , vol.22 , Issue.6 , pp. 711-718
    • Campbell, D.G.1
  • 21
    • 10844229408 scopus 로고    scopus 로고
    • General practitioners' knowledge of post-traumatic stress disorder: A controlled study
    • Munro, C. G., Freeman, C. P. & Law, R. General practitioners' knowledge of post-traumatic stress disorder: a controlled study. Br J Gen Pract 54(508), 843-847 (2004).
    • (2004) Br J Gen Pract , vol.54 , Issue.508 , pp. 843-847
    • Munro, C.G.1    Freeman, C.P.2    Law, R.3
  • 22
    • 0035075539 scopus 로고    scopus 로고
    • Post-traumatic stress disorder in primary-care settings: Prevalence and physicians' detection
    • Taubman-Ben-Ari, O., Rabinowitz, J., Feldman, D. & Vaturi, R. Post-traumatic stress disorder in primary-care settings: prevalence and physicians' detection. Psychol Med 31(03), 555-560 (2001).
    • (2001) Psychol Med , vol.31 , Issue.3 , pp. 555-560
    • Taubman-Ben-Ari, O.1    Rabinowitz, J.2    Feldman, D.3    Vaturi, R.4
  • 24
    • 0034099827 scopus 로고    scopus 로고
    • A comparison of self-report and clinical diagnostic interviews for depression: Diagnostic interview schedule and schedules for clinical assessment in neuropsychiatry in the Baltimore epidemiologic catchment area follow-up
    • Eaton, W. W., Neufeld, K., Chen, L. & Cai, G. A comparison of self-report and clinical diagnostic interviews for depression: Diagnostic interview schedule and schedules for clinical assessment in neuropsychiatry in the baltimore epidemiologic catchment area follow-up. Arch Gen Psychiatry 57(3), 217-222 (2000).
    • (2000) Arch Gen Psychiatry , vol.57 , Issue.3 , pp. 217-222
    • Eaton, W.W.1    Neufeld, K.2    Chen, L.3    Cai, G.4
  • 25
    • 34548627162 scopus 로고    scopus 로고
    • How patients with depressive symptoms view their condition: A qualitative study
    • Cornford, C. S., Hill, A. & Reilly, J. How patients with depressive symptoms view their condition: A qualitative study. Fam Pract 24(4), 358-364 (2007).
    • (2007) Fam Pract , vol.24 , Issue.4 , pp. 358-364
    • Cornford, C.S.1    Hill, A.2    Reilly, J.3
  • 26
    • 84958930378 scopus 로고
    • Living with depression: Illness and identity turning points
    • Karp, D. A. Living with depression: Illness and identity turning points. Qual Health Res 4(1), 6-30 (1994).
    • (1994) Qual Health Res , vol.4 , Issue.1 , pp. 6-30
    • Karp, D.A.1
  • 27
    • 0017149684 scopus 로고
    • Duration of Illness prior to Hospitalization (Onset) in the Affective Disorders
    • Winokur, G. Duration of Illness prior to Hospitalization (Onset) in the Affective Disorders. Neuropsychobiology 2(2-3), 87-93 (1976).
    • (1976) Neuropsychobiology , vol.2 , Issue.2-3 , pp. 87-93
    • Winokur, G.1
  • 28
    • 68849088976 scopus 로고    scopus 로고
    • Clinical diagnosis of depression in primary care: A meta-analysis
    • Mitchell, A. J., Vaze, A. & Rao, S. Clinical diagnosis of depression in primary care: a meta-analysis. Lancet 374(9690), 609-619 (2009).
    • (2009) Lancet , vol.374 , Issue.9690 , pp. 609-619
    • Mitchell, A.J.1    Vaze, A.2    Rao, S.3
  • 29
    • 84965520932 scopus 로고
    • The CES-D scale: A self-report depression scale for research in the general population
    • Radloff, L. S. The CES-D scale: A self-report depression scale for research in the general population. Appl Psych Manage 1(3), 385-401 (1977).
    • (1977) Appl Psych Manage , vol.1 , Issue.3 , pp. 385-401
    • Radloff, L.S.1
  • 30
    • 33845572143 scopus 로고    scopus 로고
    • Comparison of depressive indices: Reliability, validity, relationship to anxiety and personality and the role of age and life events
    • Fountoulakis, K. N. et al. Comparison of depressive indices: Reliability, validity, relationship to anxiety and personality and the role of age and life events. J Affect Disord 97(1-3), 187-195 (2007).
    • (2007) J Affect Disord , vol.97 , Issue.1-3 , pp. 187-195
    • Fountoulakis, K.N.1
  • 31
    • 0025092601 scopus 로고
    • Screening for depression in primary care clinics: The CES-D and the BDI
    • Zich, J. M., Attkisson, C. C. & Greenfield, T. K. Screening for depression in primary care clinics: The CES-D and the BDI. Int J Psychiatry Med 20(3), 259-277 (1990).
    • (1990) Int J Psychiatry Med , vol.20 , Issue.3 , pp. 259-277
    • Zich, J.M.1    Attkisson, C.C.2    Greenfield, T.K.3
  • 32
    • 0036341046 scopus 로고    scopus 로고
    • Brief screening instrument for post-traumatic stress disorder
    • Brewin, C. R. et al. Brief screening instrument for post-traumatic stress disorder. Br J Psychiatry 181(2), 158-162 (2002).
    • (2002) Br J Psychiatry , vol.181 , Issue.2 , pp. 158-162
    • Brewin, C.R.1
  • 33
    • 84901256745 scopus 로고    scopus 로고
    • Reputation as a sufficient condition for data quality on Amazon Mechanical Turk
    • Peer, E., Vosgerau, J. & Acquisti, A. Reputation as a sufficient condition for data quality on Amazon Mechanical Turk. Behav Res Methods 46(4), 1023-1031 (2013).
    • (2013) Behav Res Methods , vol.46 , Issue.4 , pp. 1023-1031
    • Peer, E.1    Vosgerau, J.2    Acquisti, A.3
  • 34
    • 84939895552 scopus 로고    scopus 로고
    • The relationship between motivation, monetary compensation, and data quality among US-and India-based workers on Mechanical Turk
    • Litman, L., Robinson, J. & Rosenzweig, C. The relationship between motivation, monetary compensation, and data quality among US-and India-based workers on Mechanical Turk. Behav Res Methods 47(2), 519-528 (2014).
    • (2014) Behav Res Methods , vol.47 , Issue.2 , pp. 519-528
    • Litman, L.1    Robinson, J.2    Rosenzweig, C.3
  • 35
    • 38849168298 scopus 로고    scopus 로고
    • Screening of depression in adolescents through the Internet
    • Cuijpers, P., Boluijt, P. & van Straten, A. Screening of depression in adolescents through the Internet. Eur Child Adolesc Psychiatry 17(1), 32-38 (2007).
    • (2007) Eur Child Adolesc Psychiatry , vol.17 , Issue.1 , pp. 32-38
    • Cuijpers, P.1    Boluijt, P.2    Van Straten, A.3
  • 36
    • 3042776309 scopus 로고    scopus 로고
    • The criterion validity of the Center for Epidemiological Studies Depression Scale (CES-D) in a sample of self-referred elders with depressive symptomatology
    • Haringsma, R., Engels, G. I., Beekman, A. T. F. & Spinhoven, P. The criterion validity of the Center for Epidemiological Studies Depression Scale (CES-D) in a sample of self-referred elders with depressive symptomatology. Int J Geriatr Psychiatry 19(6), 558-563 (2004).
    • (2004) Int J Geriatr Psychiatry , vol.19 , Issue.6 , pp. 558-563
    • Haringsma, R.1    Engels, G.I.2    Beekman, A.T.F.3    Spinhoven, P.4
  • 39
    • 82855168069 scopus 로고    scopus 로고
    • Temporal Patterns of Happiness and Information in a Global Social Network: Hedonometrics and Twitter
    • Dodds, P. S., Harris, K. D., Kloumann, I. M., Bliss, C. A. & Danforth, C. M. Temporal Patterns of Happiness and Information in a Global Social Network: Hedonometrics and Twitter. PLoS ONE 6(12), e26752 (2011).
    • (2011) PLoS ONE , vol.6 , Issue.12 , pp. e26752
    • Dodds, P.S.1    Harris, K.D.2    Kloumann, I.M.3    Bliss, C.A.4    Danforth, C.M.5
  • 41
    • 84942938595 scopus 로고    scopus 로고
    • Climate change sentiment on Twitter: An unsolicited public opinion poll
    • Cody, E. M., Reagan, A. J., Mitchell, L., Dodds, P. S. & Danforth, C. M. Climate change sentiment on Twitter: An unsolicited public opinion poll. PloS one 10(8), e0136092 (2015).
    • (2015) PloS One , vol.10 , Issue.8 , pp. e0136092
    • Cody, E.M.1    Reagan, A.J.2    Mitchell, L.3    Dodds, P.S.4    Danforth, C.M.5
  • 42
    • 84902934830 scopus 로고    scopus 로고
    • Happiness and the patterns of life: A study of geolocated tweets
    • Frank, M. R., Mitchell, L., Dodds, P. S. & Danforth, C. M. Happiness and the patterns of life: A study of geolocated tweets. Scientific Reports 3(2625) (2013).
    • (2013) Scientific Reports , vol.3 , Issue.2625
    • Frank, M.R.1    Mitchell, L.2    Dodds, P.S.3    Danforth, C.M.4
  • 44
    • 85012249394 scopus 로고    scopus 로고
    • Complex network analysis of time series
    • Gao, Z., Small, M., Kurths, J. Complex network analysis of time series, Europhysics Letters, Vol 116, 5 (2016).
    • (2016) Europhysics Letters , vol.116 , pp. 5
    • Gao, Z.1    Small, M.2    Kurths, J.3
  • 45
    • 84923666748 scopus 로고    scopus 로고
    • Human language reveals a universal positivity bias
    • Dodds, P. S. et al. Human language reveals a universal positivity bias. Proceedings of the National Academy of Sciences 112(8), 2389-2394 (2015).
    • (2015) Proceedings of the National Academy of Sciences , vol.112 , Issue.8 , pp. 2389-2394
    • Dodds, P.S.1
  • 47
    • 0031769035 scopus 로고    scopus 로고
    • Treating major depression in primary care practice: An update of the agency for health care policy and research practice guidelines
    • Schulberg, H. C., Katon, W., Simon, G. E. & Rush, A. Treating major depression in primary care practice: An update of the agency for health care policy and research practice guidelines. Arch Gen Psychiatry 55(12), 1121-1127 (1998).
    • (1998) Arch Gen Psychiatry , vol.55 , Issue.12 , pp. 1121-1127
    • Schulberg, H.C.1    Katon, W.2    Simon, G.E.3    Rush, A.4
  • 48
    • 84992153978 scopus 로고    scopus 로고
    • Multiscale limited penetrable horizontal visibility graph for analyzing nonlinear time series
    • Article number: 35622
    • Gao, Z., Cai, Q., Yang, Y., Dang, W., Zhang, S. Multiscale limited penetrable horizontal visibility graph for analyzing nonlinear time series, Scientific Reports 6, Article number: 35622 (2016)
    • (2016) Scientific Reports , vol.6
    • Gao, Z.1    Cai, Q.2    Yang, Y.3    Dang, W.4    Zhang, S.5
  • 50
    • 10944248381 scopus 로고    scopus 로고
    • Language use of depressed and depression-vulnerable college students
    • Rude, S., Gortner, E. M. & Pennebaker, J. Language use of depressed and depression-vulnerable college students. Cogn Emotion 18(8), 1121-1133 (2004).
    • (2004) Cogn Emotion , vol.18 , Issue.8 , pp. 1121-1133
    • Rude, S.1    Gortner, E.M.2    Pennebaker, J.3
  • 52
    • 77956420556 scopus 로고    scopus 로고
    • I didn't know what was wrong:" How people with undiagnosed depression recognize, name and explain their distress
    • Epstein, R. M. et al. "I didn't know what was wrong:" How people with undiagnosed depression recognize, name and explain their distress. J Gen Intern Med 25(9), 954-961 (2010).
    • (2010) J Gen Intern Med , vol.25 , Issue.9 , pp. 954-961
    • Epstein, R.M.1
  • 53
    • 84907221135 scopus 로고    scopus 로고
    • Protecting human research participants in the age of big data
    • Fiske, S. T. & Hauser, R. M. Protecting human research participants in the age of big data. Proc Natl Acad Sci USA 111(38), 13675-13676 (2014).
    • (2014) Proc Natl Acad Sci USA , vol.111 , Issue.38 , pp. 13675-13676
    • Fiske, S.T.1    Hauser, R.M.2
  • 55
    • 84896056107 scopus 로고    scopus 로고
    • The parable of Google Flu: Traps in big data analysis
    • Lazer, D., Kennedy, R., King, G. & Vespignani, A. The parable of Google Flu: Traps in big data analysis. Science 343(6176), 1203-1205 (2014).
    • (2014) Science , vol.343 , Issue.6176 , pp. 1203-1205
    • Lazer, D.1    Kennedy, R.2    King, G.3    Vespignani, A.4
  • 56
    • 85031102919 scopus 로고    scopus 로고
    • https://github.com/hmmlearn/hmmlearn.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.