메뉴 건너뛰기




Volumn 2, Issue 2, 2015, Pages

Identifying chinese microblog users with high suicide probability using internet-based profile and linguistic features: Classification model

Author keywords

Chinese; Classification model; Microblog; Suicide probability

Indexed keywords


EID: 84941367910     PISSN: None     EISSN: 23687959     Source Type: Journal    
DOI: 10.2196/mental.4227     Document Type: Article
Times cited : (65)

References (48)
  • 1
    • 0142060013 scopus 로고    scopus 로고
    • Suicides among cancer patients in Estonia: A population-based study
    • Oct; [doi]
    • Innos K, Rahu K, Rahu M, Baburin A. Suicides among cancer patients in Estonia: A population-based study. European Journal of Cancer 2003 Oct; 39(15):2223-2228. [doi: 10.1016/S0959-8049(03)00598-7]
    • (2003) European Journal of Cancer , vol.39 , Issue.15 , pp. 2223-2228
    • Innos, K1    Rahu, K2    Rahu, M3    Baburin, A.4
  • 2
    • 38749084587 scopus 로고    scopus 로고
    • Differences in cytokines between non-suicidal patients and suicidal patients in major depression
    • Feb 15; [doi] [Medline: 17919797]
    • Kim YK, Lee SW, Kim SH, Shim SH, Han SW, Choi SH, et al. Differences in cytokines between non-suicidal patients and suicidal patients in major depression. Prog Neuropsychopharmacol Biol Psychiatry 2008 Feb 15; 32(2):356-361. [doi: 10.1016/j.pnpbp.2007.08.041] [Medline: 17919797]
    • (2008) Prog Neuropsychopharmacol Biol Psychiatry , vol.32 , Issue.2 , pp. 356-361
    • Kim, YK1    Lee, SW2    Kim, SH3    Shim, SH4    Han, SW5    Choi, SH6
  • 3
    • 0141832607 scopus 로고    scopus 로고
    • HIV disease progression: Depression, stress, and possible mechanisms
    • Aug; [doi]
    • Leserman J. HIV disease progression: Depression, stress, and possible mechanisms. Biological Psychiatry 2003 Aug; 54(3):295-306. [doi: 10.1016/S0006-3223(03)00323-8]
    • (2003) Biological Psychiatry , vol.54 , Issue.3 , pp. 295-306
    • Leserman, J.1
  • 4
    • 84901500062 scopus 로고    scopus 로고
    • Suicide rates in China from 2002 to 2011: An update
    • [doi]
    • Wang CW, Chan CL, Yip, PS. Suicide rates in China from 2002 to 2011: An update. Social Psychiatry Psychiatric Epidemiology 2014; 49(6):929-941. [doi: 10.1007/s00127-013-0789-5]
    • (2014) Social Psychiatry Psychiatric Epidemiology , vol.49 , Issue.6 , pp. 929-941
    • Wang, CW1    Chan, CL2    Yip, PS.3
  • 5
    • 10844249456 scopus 로고    scopus 로고
    • The association of irritability and impulsivity with suicidal ideation among 15- to 20-year-old males
    • [doi] [Medline: 15585458]
    • Conner KR, Meldrum S, Wieczorek WF, Duberstein PR, Welte JW. The association of irritability and impulsivity with suicidal ideation among 15- to 20-year-old males. Suicide Life Threat Behav 2004; 34(4):363-373. [doi: 10.1521/suli.34.4.363.53745] [Medline: 15585458]
    • (2004) Suicide Life Threat Behav , vol.34 , Issue.4 , pp. 363-373
    • Conner, KR1    Meldrum, S2    Wieczorek, WF3    Duberstein, PR4    Welte, JW.5
  • 6
    • 84910039796 scopus 로고    scopus 로고
    • World Health Organization. Geneva: WHO Publications
    • World Health Organization. Preventing suicide: A global imperative. Geneva: WHO Publications; 2014.
    • (2014) Preventing suicide: A global imperative
  • 7
    • 21244458381 scopus 로고    scopus 로고
    • Factors associated with suicidal ideation in an elderly urban Japanese population: A community based, cross sectional study
    • [doi]
    • Awata S, Seki T, Koizumi Y, Sato S, Hozawa A, Omori K, et al. Factors associated with suicidal ideation in an elderly urban Japanese population: A community based, cross sectional study. Psychiatry and clinical neurosciences 2005; 59(3):327-336. [doi: 10.1111/j.1440-1819.2005.01378.x]
    • (2005) Psychiatry and clinical neurosciences , vol.59 , Issue.3 , pp. 327-336
    • Awata, S1    Seki, T2    Koizumi, Y3    Sato, S4    Hozawa, A5    Omori, K6
  • 9
    • 33746916456 scopus 로고    scopus 로고
    • Life problems and physical illness as risk factors for suicide in older people: A descriptive and case-control study
    • (09): [doi]
    • Harwood DMJ, Hawton K, Hope T, Harriss L, Jacoby R. Life problems and physical illness as risk factors for suicide in older people: A descriptive and case-control study. Psychological Medicine 2006; 36(09):1265-1274. [doi: 10.1017/S0033291706007872]
    • (2006) Psychological Medicine , vol.36 , pp. 1265-1274
    • Harwood, DMJ1    Hawton, K2    Hope, T3    Harriss, L4    Jacoby, R.5
  • 10
    • 0030779104 scopus 로고    scopus 로고
    • Identification of suicide risk factors using epidemiologic studies
    • Sep; [doi]
    • Mo cicki EK. Identification of suicide risk factors using epidemiologic studies. Psychiatric Clinics of North America 1997 Sep; 20(3):499-517. [doi: 10.1016/S0193-953X(05)70327-0]
    • (1997) Psychiatric Clinics of North America , vol.20 , Issue.3 , pp. 499-517
    • Mo cicki, EK.1
  • 11
    • 0037202807 scopus 로고    scopus 로고
    • Risk factors for suicide in China: A national case-control psychological autopsy study
    • Nov; [doi]
    • Phillips MR, Yang G, Zhang Y, Wang L, Ji H, Zhou M. Risk factors for suicide in China: A national case-control psychological autopsy study. The Lancet 2002 Nov; 360(9347):1728-1736. [doi: 10.1016/S0140-6736(02)11681-3]
    • (2002) The Lancet , vol.360 , Issue.9347 , pp. 1728-1736
    • Phillips, MR1    Yang, G2    Zhang, Y3    Wang, L4    Ji, H5    Zhou, M.6
  • 12
    • 36849090817 scopus 로고    scopus 로고
    • Risk factors for the incidence and persistence of suicide-related outcomes: A 10-year follow-up study using the National Comorbidity Surveys
    • [doi]
    • Borges G, Angst J, Nock MK, Ruscio AM, Kessler RC. Risk factors for the incidence and persistence of suicide-related outcomes: A 10-year follow-up study using the National Comorbidity Surveys. Journal of Affective Disorders 2008; 105(1):25-33. [doi: 10.1016/j.jad.2007.01.036]
    • (2008) Journal of Affective Disorders , vol.105 , Issue.1 , pp. 25-33
    • Borges, G1    Angst, J2    Nock, MK3    Ruscio, AM4    Kessler, RC.5
  • 13
    • 77949654222 scopus 로고    scopus 로고
    • Internet monitoring of suicide risk in the population
    • May; [FREE Full text] [doi] [Medline: 19748681]
    • McCarthy MJ. Internet monitoring of suicide risk in the population. J Affect Disord 2010 May; 122(3):277-279 [FREE Full text] [doi: 10.1016/j.jad.2009.08.015] [Medline: 19748681]
    • (2010) J Affect Disord , vol.122 , Issue.3 , pp. 277-279
    • McCarthy, MJ.1
  • 14
    • 84872451252 scopus 로고    scopus 로고
    • The representation of suicide on the Internet: Implications for clinicians
    • [doi]
    • Westerlund M, Hadlaczky G, Wasserman D. The representation of suicide on the Internet: Implications for clinicians. Journal of medical Internet research 2012; 14(5). [doi: 10.2196/jmir.1979]
    • (2012) Journal of medical Internet research , vol.14 , Issue.5
    • Westerlund, M1    Hadlaczky, G2    Wasserman, D.3
  • 16
    • 85106543159 scopus 로고    scopus 로고
    • International conference on advanced information engineering and education science (ICAIEES 2013)
    • [accessed 2014-10-30] [WebCite Cache ID 6ThjoJo3S]
    • Chen P, Chai J, Zhang L, Wang D. International conference on advanced information engineering and education science (ICAIEES 2013). 2013. Development and application of a Chinese webpage suicide information mining system (SIMS)URL: http://www.atlantis-press.com/php/download_paper.php?id=10818 [accessed 2014-10-30] [WebCite Cache ID 6ThjoJo3S]
    • (2013) Development and application of a Chinese webpage suicide information mining system (SIMS)
    • Chen, P1    Chai, J2    Zhang, L3    Wang, D.4
  • 17
    • 84893194019 scopus 로고    scopus 로고
    • Tracking suicide risk factors through Twitter in the US
    • [doi] [Medline: 24121153]
    • Jashinsky J, Burton SH, Hanson CL, West J, Giraud-Carrier C, Barnes MD, et al. Tracking suicide risk factors through Twitter in the US. Crisis 2014; 35(1):51-59. [doi: 10.1027/0227-5910/a000234] [Medline: 24121153]
    • (2014) Crisis , vol.35 , Issue.1 , pp. 51-59
    • Jashinsky, J1    Burton, SH2    Hanson, CL3    West, J4    Giraud-Carrier, C5    Barnes, MD6
  • 18
    • 84901987852 scopus 로고    scopus 로고
    • Temporal and computerized psycholinguistic analysis of the blog of a Chinese adolescent suicide
    • [doi]
    • Li TM, Chau M, Yip PS, Wong PW. Temporal and computerized psycholinguistic analysis of the blog of a Chinese adolescent suicide. Crisis: The Journal of Crisis Intervention and Suicide Prevention 2014; 35(3):168-175. [doi: 10.1027/0227-5910/a000248]
    • (2014) Crisis: The Journal of Crisis Intervention and Suicide Prevention , vol.35 , Issue.3 , pp. 168-175
    • Li, TM1    Chau, M2    Yip, PS3    Wong, PW.4
  • 19
    • 84888405042 scopus 로고    scopus 로고
    • Responses to a self-presented suicide attempt in social media: A social network analysis
    • [doi]
    • Fu KW, Cheng Q, Wong PW, Yip PS. Responses to a self-presented suicide attempt in social media: A social network analysis. Crisis: The Journal of Crisis Intervention and Suicide Prevention 2013; 34(6):406-412. [doi: 10.1027/0227-5910/a000221]
    • (2013) Crisis: The Journal of Crisis Intervention and Suicide Prevention , vol.34 , Issue.6 , pp. 406-412
    • Fu, KW1    Cheng, Q2    Wong, PW3    Yip, PS.4
  • 20
    • 84861441155 scopus 로고    scopus 로고
    • Opportunities and challenges of online data collection for suicide prevention
    • May; [doi]
    • Cheng Q, Chang S, Yip PS. Opportunities and challenges of online data collection for suicide prevention. The Lancet 2012 May; 379(9830):e53-e54. [doi: 10.1016/S0140-6736(12)60856-3]
    • (2012) The Lancet , vol.379 , Issue.9830 , pp. e53-e54
    • Cheng, Q1    Chang, S2    Yip, PS.3
  • 21
    • 67651208458 scopus 로고    scopus 로고
    • Connecting the invisible dots: Reaching lesbian, gay, and bisexual adolescents and young adults at risk for suicide through online social networks
    • [doi]
    • Silenzio V, Duberstein PR, Tang W, Lu N, Tu X, Homan CM. Connecting the invisible dots: Reaching lesbian, gay, and bisexual adolescents and young adults at risk for suicide through online social networks. Social Science & Medicine 2009; 69(3):469-474. [doi: 10.1016/j.socscimed.2009.05.029]
    • (2009) Social Science & Medicine , vol.69 , Issue.3 , pp. 469-474
    • Silenzio, V1    Duberstein, PR2    Tang, W3    Lu, N4    Tu, X5    Homan, CM.6
  • 22
    • 85106541163 scopus 로고    scopus 로고
    • 2014 Sina Weibo Data Center, [accessed 2015-04-20] [WebCite Cache ID 6XvKIVl00]
    • 2014 Sina Weibo User Report. Sina Weibo Data Center, 2014. URL: http://www.199it.com/archives/324955.html [accessed 2015-04-20] [WebCite Cache ID 6XvKIVl00]
    • (2014) Sina Weibo User Report
  • 23
    • 77956060858 scopus 로고    scopus 로고
    • Predictive validity of the suicide probability scale in a male inmate population
    • Sep 2; [doi]
    • Naud H, Daigle MS. Predictive validity of the suicide probability scale in a male inmate population. J Psychopathol Behav Assess 2009 Sep 2; 32(3):333-342. [doi: 10.1007/s10862-009-9159-8]
    • (2009) J Psychopathol Behav Assess , vol.32 , Issue.3 , pp. 333-342
    • Naud, H1    Daigle, MS.2
  • 24
    • 33745302358 scopus 로고    scopus 로고
    • Associated factors of suicide among university students: Importance of family environment
    • May 10; [doi]
    • Gençöz T, Or P. Associated factors of suicide among university students: Importance of family environment. Contemp Fam Ther 2006 May 10; 28(2):261-268. [doi: 10.1007/s10591-006-9003-1]
    • (2006) Contemp Fam Ther , vol.28 , Issue.2 , pp. 261-268
    • Gençöz, T1    Or, P.2
  • 25
    • 85106545258 scopus 로고    scopus 로고
    • Study on reliability and validity of the Suicide Probability ScaleURL: [accessed 2015-03-25] [WebCite Cache ID 6XHni3FBA]
    • Liang Y, Yang L. China Journal of Psychology. 2010. Study on reliability and validity of the Suicide Probability ScaleURL: http://www.cqvip.com/qk/98348a/201002/33125858.html [accessed 2015-03-25] [WebCite Cache ID 6XHni3FBA]
    • (2010) China Journal of Psychology
    • Liang, Y1    Yang, L.2
  • 26
    • 85106542316 scopus 로고    scopus 로고
    • Toronto: ON; Suicide risk assessment inventory: A resource guide for Canadian health care organizationsURL: [accessed 2015-04-28] [WebCite Cache ID 6Y7UsbvJM]
    • Perlman CM, Neufeld E, Martin L, Goy M, Hirdes JP. Ontario Hospital Association and Canadian Patient Safety Institute. Toronto: ON; 2011. Suicide risk assessment inventory: A resource guide for Canadian health care organizationsURL: http://www.oha.com/KnowledgeCentre/Documents/Final%20-%20Suicide%20Risk%20Assessment%20Guidebook.pdf [accessed 2015-04-28] [WebCite Cache ID 6Y7UsbvJM]
    • (2011) Ontario Hospital Association and Canadian Patient Safety Institute
    • Perlman, CM1    Neufeld, E2    Martin, L3    Goy, M4    Hirdes, JP.5
  • 28
    • 84910610875 scopus 로고    scopus 로고
    • Hopelessness mediates the relation between insomnia and suicidal ideation
    • Nov 15; [doi] [Medline: 25325598]
    • Woosley JA, Lichstein KL, Taylor DJ, Riedel BW, Bush AJ. Hopelessness mediates the relation between insomnia and suicidal ideation. J Clin Sleep Med 2014 Nov 15; 10(11):1223-1230. [doi: 10.5664/jcsm.4208] [Medline: 25325598]
    • (2014) J Clin Sleep Med , vol.10 , Issue.11 , pp. 1223-1230
    • Woosley, JA1    Lichstein, KL2    Taylor, DJ3    Riedel, BW4    Bush, AJ.5
  • 29
    • 85106543470 scopus 로고    scopus 로고
    • Mahway: Lawrence Erlbaum Associates. Linguistic inquiry and word count
    • LIWC 2001URL: [accessed 2015-03-25] [WebCite Cache ID 6XHnLiOE0]
    • Pennebaker JW, Francis ME, Booth RJ. Mahway: Lawrence Erlbaum Associates. Linguistic inquiry and word count: LIWC 2001URL: http://homepage.psy.utexas.edu/HomePage/Faculty/Pennebaker/Reprints/LIWC2007_OperatorManual.pdf [accessed 2015-03-25] [WebCite Cache ID 6XHnLiOE0]
    • Pennebaker, JW1    Francis, ME2    Booth, RJ.3
  • 30
    • 84892942731 scopus 로고    scopus 로고
    • Developing simplified Chinese psychological linguistic analysis dictionary for microblog
    • [doi]
    • Gao R, Hao B, Li H, Gao Y, Zhu T. Developing simplified Chinese psychological linguistic analysis dictionary for microblog. Brain and Health Informatics 2013; 8211:359-368. [doi: 10.1007/978-3-319-02753-1_36]
    • (2013) Brain and Health Informatics , vol.8211 , pp. 359-368
    • Gao, R1    Hao, B2    Li, H3    Gao, Y4    Zhu, T.5
  • 31
    • 85106541298 scopus 로고    scopus 로고
    • [accessed 2015-04-26] [WebCite Cache ID 6Y6PqNLE8]
    • Textmind system. 2013. URL: http://ccpl.psych.ac.cn/textmind/[accessed 2015-04-26] [WebCite Cache ID 6Y6PqNLE8]
    • (2013) Textmind system
  • 32
    • 30644464444 scopus 로고    scopus 로고
    • Gene selection and classification of microarray data using random forest
    • [FREE Full text] [doi] [Medline: 16398926]
    • Díaz-Uriarte R, Alvarez de Andrés Sara. Gene selection and classification of microarray data using random forest. BMC Bioinformatics 2006; 7:3 [FREE Full text] [doi: 10.1186/1471-2105-7-3] [Medline: 16398926]
    • (2006) BMC Bioinformatics , vol.7 , pp. 3
    • Díaz-Uriarte, R1    de Andrés Sara, Alvarez2
  • 33
    • 84455185145 scopus 로고    scopus 로고
    • Overcoming the clinical-MR imaging paradox of multiple sclerosis: MR imaging data assessed with a random forest approach
    • [doi]
    • Kacar K, Rocca MA, Copetti M, Sala S, Mesaroš Š, Opin al TS. Overcoming the clinical-MR imaging paradox of multiple sclerosis: MR imaging data assessed with a random forest approach. American Journal of Neuroradiology 2011; 32(11):2098-2102. [doi: 10.3174/ajnr.A2864]
    • (2011) American Journal of Neuroradiology , vol.32 , Issue.11 , pp. 2098-2102
    • Kacar, K1    Rocca, MA2    Copetti, M3    Sala, S4    Mesaroš, Š5    Opin al, TS.6
  • 34
    • 84868215748 scopus 로고    scopus 로고
    • Random forest-based similarity measures for multi-modal classification of Alzheimer's disease
    • Alzheimer's Disease Neuroimaging Initiative. Jan 15; [FREE Full text] [doi] [Medline: 23041336]
    • Gray KR, Aljabar P, Heckemann RA, Hammers A, Rueckert D, Alzheimer's Disease Neuroimaging Initiative. Random forest-based similarity measures for multi-modal classification of Alzheimer's disease. Neuroimage 2013 Jan 15; 65:167-175 [FREE Full text] [doi: 10.1016/j.neuroimage.2012.09.065] [Medline: 23041336]
    • (2013) Neuroimage , vol.65 , pp. 167-175
    • Gray, KR1    Aljabar, P2    Heckemann, RA3    Hammers, A4    Rueckert, D5
  • 35
    • 0031983445 scopus 로고    scopus 로고
    • The effects of low-pay and unemployment on psychological well-being: A logistic regression approach
    • Jan; [doi]
    • Theodossiou I. The effects of low-pay and unemployment on psychological well-being: A logistic regression approach. Journal of Health Economics 1998 Jan; 17(1):85-104. [doi: 10.1016/S0167-6296(97)00018-0]
    • (1998) Journal of Health Economics , vol.17 , Issue.1 , pp. 85-104
    • Theodossiou, I.1
  • 36
    • 84866118435 scopus 로고    scopus 로고
    • Do worsening scleroderma capillaroscopic patterns predict future severe organ involvement? A pilot study
    • Oct; [doi] [Medline: 22402146]
    • Smith V, Decuman S, Sulli A, Bonroy C, Piettte Y, Deschepper E, et al. Do worsening scleroderma capillaroscopic patterns predict future severe organ involvement? A pilot study. Ann Rheum Dis 2012 Oct; 71(10):1636-1639. [doi: 10.1136/annrheumdis-2011-200780] [Medline: 22402146]
    • (2012) Ann Rheum Dis , vol.71 , Issue.10 , pp. 1636-1639
    • Smith, V1    Decuman, S2    Sulli, A3    Bonroy, C4    Piettte, Y5    Deschepper, E6
  • 37
    • 24644443221 scopus 로고    scopus 로고
    • A probabilistic interpretation of precision, recall and F-score, with implication for evaluation
    • [doi]
    • Goutte C, Gaussier E. A probabilistic interpretation of precision, recall and F-score, with implication for evaluation. Advances in Information Retrieval 2005; 3408:345-359. [doi: 10.1007/978-3-540-31865-1_25]
    • (2005) Advances in Information Retrieval , vol.3408 , pp. 345-359
    • Goutte, C1    Gaussier, E.2
  • 39
    • 85106542943 scopus 로고    scopus 로고
    • 1st ed. Beijing: People's Medical Publishing House
    • Li G. Suicide and self-harm. 1st ed. Beijing: People's Medical Publishing House; 2007:196-197.
    • (2007) Suicide and self-harm , pp. 196-197
    • Li, G.1
  • 40
    • 84910112873 scopus 로고    scopus 로고
    • A comparison between phone-based psychotherapy with and without text messaging support in between sessions for crisis patients
    • [FREE Full text] [doi] [Medline: 25295667]
    • Furber G, Jones GM, Healey D, Bidargaddi N. A comparison between phone-based psychotherapy with and without text messaging support in between sessions for crisis patients. J Med Internet Res 2014; 16(10):e219 [FREE Full text] [doi: 10.2196/jmir.3096] [Medline: 25295667]
    • (2014) J Med Internet Res , vol.16 , Issue.10 , pp. e219
    • Furber, G1    Jones, GM2    Healey, D3    Bidargaddi, N.4
  • 41
    • 85099681094 scopus 로고    scopus 로고
    • A web-based supportive intervention for families living with depression: Content analysis and formative evaluation
    • [doi]
    • Stjernswärd S, Hansson L. A web-based supportive intervention for families living with depression: Content analysis and formative evaluation. JMIR research protocols 2014; 3(1). [doi: 10.2196/resprot.3051]
    • (2014) JMIR research protocols , vol.3 , Issue.1
    • Stjernswärd, S1    Hansson, L.2
  • 42
    • 84897646553 scopus 로고    scopus 로고
    • Designing messaging to engage patients in an online suicide prevention intervention: Survey results from patients with current suicidal ideation
    • [doi]
    • Whiteside U, Lungu A, Richards J, Simon GE, Clingan S, Siler J, et al. Designing messaging to engage patients in an online suicide prevention intervention: Survey results from patients with current suicidal ideation. Journal of medical Internet research 2014; 16(2). [doi: 10.2196/jmir.3173]
    • (2014) Journal of medical Internet research , vol.16 , Issue.2
    • Whiteside, U1    Lungu, A2    Richards, J3    Simon, GE4    Clingan, S5    Siler, J6
  • 48
    • 84922896232 scopus 로고    scopus 로고
    • Applying computer adaptive testing to optimize online assessment of suicidal behavior: A simulation study
    • [FREE Full text] [doi] [Medline: 25213259]
    • De Beurs Derek Paul, de Vries Anton Lm, de Groot Marieke H, de KJ, Kerkhof AJ. Applying computer adaptive testing to optimize online assessment of suicidal behavior: A simulation study. J Med Internet Res 2014; 16(9):e207 [FREE Full text] [doi: 10.2196/jmir.3511] [Medline: 25213259]
    • (2014) J Med Internet Res , vol.16 , Issue.9 , pp. e207
    • De Beurs, Derek Paul1    de, Vries Anton Lm2    de Groot Marieke, H3    de, KJ4    Kerkhof, AJ.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.