메뉴 건너뛰기




Volumn 25, Issue 4, 2019, Pages 1846-1862

Psychiatric stressor recognition from clinical notes to reveal association with suicide

Author keywords

electronic health records; natural language processing; psychiatric stressor extraction; statistical association; suicide behavior

Indexed keywords

CHI SQUARE DISTRIBUTION; CLASSIFICATION; DIAGNOSIS; DOCUMENTATION; ELECTRONIC HEALTH RECORD; HUMAN; MACHINE LEARNING; MENTAL STRESS; NATURAL LANGUAGE PROCESSING; PROCEDURES; PSYCHOLOGY; RISK FACTOR; SUICIDE;

EID: 85058958504     PISSN: 14604582     EISSN: 17412811     Source Type: Journal    
DOI: 10.1177/1460458218796598     Document Type: Article
Times cited : (12)

References (41)
  • 1
    • 84929942573 scopus 로고    scopus 로고
    • Suicidology meets “big data
    • Grunebaum MF. Suicidology meets “big data.” J Clin Psychiatry 2015; 76(3): e383–e384.
    • (2015) J Clin Psychiatry , vol.76 , Issue.3 , pp. e383-e384
    • Grunebaum, M.F.1
  • 2
    • 84875073949 scopus 로고    scopus 로고
    • Rockville, MD, Substance Abuse and Mental Health Services Administration, Treatment Improvement Protocol (TIP) Series 50. HHS Publication No. (SMA) 09-4381
    • Center for Substance Abuse Treatment. Addressing Suicidal Thoughts and Behaviors in Substance Abuse Treatment. Treatment Improvement Protocol (TIP) Series 50. HHS Publication No. (SMA) 09-4381. Rockville, MD: Substance Abuse and Mental Health Services Administration, 2009.
    • (2009) Addressing Suicidal Thoughts and Behaviors in Substance Abuse Treatment
  • 3
    • 85015351023 scopus 로고    scopus 로고
    • Increase in suicide in the United States 1999–2014
    • Curtin SC, Warner M, Hedegaard H., Increase in suicide in the United States 1999–2014. NCHS Data Brief 2016; 241: 1–8.
    • (2016) NCHS Data Brief , vol.241 , pp. 1-8
    • Curtin, S.C.1    Warner, M.2    Hedegaard, H.3
  • 4
    • 84875410130 scopus 로고    scopus 로고
    • Suicide risk assessment received prior to suicide death by Veterans Health Administration patients with a history of depression
    • Smith EG, Kim HM, Ganoczy D,. Suicide risk assessment received prior to suicide death by Veterans Health Administration patients with a history of depression. J Clin Psychiatry 2013; 74(3): 226–232.
    • (2013) J Clin Psychiatry , vol.74 , Issue.3 , pp. 226-232
    • Smith, E.G.1    Kim, H.M.2    Ganoczy, D.3
  • 5
    • 84961128491 scopus 로고    scopus 로고
    • Understanding vaccine refusal: why we need social media now
    • Dredze M, Broniatowski DA, Smith MC,. Understanding vaccine refusal: why we need social media now. Am J Prev Med 2016; 50(4): 550–552.
    • (2016) Am J Prev Med , vol.50 , Issue.4 , pp. 550-552
    • Dredze, M.1    Broniatowski, D.A.2    Smith, M.C.3
  • 6
    • 84962439587 scopus 로고    scopus 로고
    • A mixed methods approach to identify cognitive warning signs for suicide attempts
    • Adler A, Bush A, Barg FK,. A mixed methods approach to identify cognitive warning signs for suicide attempts. Arch Suicide Res 2016; 20: 528–538.
    • (2016) Arch Suicide Res , vol.20 , pp. 528-538
    • Adler, A.1    Bush, A.2    Barg, F.K.3
  • 8
    • 85021824287 scopus 로고    scopus 로고
    • Researching mental health disorders in the era of social media: systematic review
    • Wongkoblap A, Vadillo MA, Curcin V., Researching mental health disorders in the era of social media: systematic review. J Med Internet Res 2017; 19: e228.
    • (2017) J Med Internet Res , vol.19 , pp. e228
    • Wongkoblap, A.1    Vadillo, M.A.2    Curcin, V.3
  • 9
    • 85073303910 scopus 로고    scopus 로고
    • Proceedings of the 3rd workshop on computational linguistics and clinical psychology: from linguistic signal to clinical reality, San Diego, CA, 16 June 2016, Stroudsburg, PA, The Association for Computational Linguistics, In
    • Cohan A, Young S, Goharian N., Triaging mental health forum posts. In: Proceedings of the 3rd workshop on computational linguistics and clinical psychology: from linguistic signal to clinical reality, San Diego, CA, 16 June 2016, pp. 143–147. Stroudsburg, PA: The Association for Computational Linguistics.
    • Triaging mental health forum posts , pp. 143-147
    • Cohan, A.1    Young, S.2    Goharian, N.3
  • 11
    • 84980025225 scopus 로고    scopus 로고
    • Big data” in mental health research: current status and emerging possibilities
    • Stewart R, Davis K., “Big data” in mental health research: current status and emerging possibilities. Soc Psychiatry Psychiatr Epidemiol 2016; 51(8): 1055–1072.
    • (2016) Soc Psychiatry Psychiatr Epidemiol , vol.51 , Issue.8 , pp. 1055-1072
    • Stewart, R.1    Davis, K.2
  • 12
    • 84858959336 scopus 로고    scopus 로고
    • Stress, trauma, and risk for attempted and completed suicide
    • Wilcox HC, Fawcett J., Stress, trauma, and risk for attempted and completed suicide. Psychiat Ann 2012; 42(3): 85–87.
    • (2012) Psychiat Ann , vol.42 , Issue.3 , pp. 85-87
    • Wilcox, H.C.1    Fawcett, J.2
  • 13
    • 84937635365 scopus 로고    scopus 로고
    • Psychosocial-environmental risk factors for suicide attempts in adolescents with suicidal ideation: findings from a sample of 73,238 adolescents
    • Kim SM, Baek JH, Han DH,. Psychosocial-environmental risk factors for suicide attempts in adolescents with suicidal ideation: findings from a sample of 73,238 adolescents. Suicide Life Threat Behav 2015; 45(4): 477–487.
    • (2015) Suicide Life Threat Behav , vol.45 , Issue.4 , pp. 477-487
    • Kim, S.M.1    Baek, J.H.2    Han, D.H.3
  • 14
    • 0038321933 scopus 로고    scopus 로고
    • Youth suicide risk and preventive interventions: a review of the past 10 years
    • Gould MS, Greenberg T, Velting DM,. Youth suicide risk and preventive interventions: a review of the past 10 years. J Am Acad Child Adolesc Psychiatry 2003; 42(4): 386–405.
    • (2003) J Am Acad Child Adolesc Psychiatry , vol.42 , Issue.4 , pp. 386-405
    • Gould, M.S.1    Greenberg, T.2    Velting, D.M.3
  • 15
    • 80052731679 scopus 로고    scopus 로고
    • Classification of trauma and stressor-related disorders in DSM-5
    • Friedman MJ, Resick PA, Bryant RA,. Classification of trauma and stressor-related disorders in DSM-5. Depress Anxiety 2011; 28(9): 737–749.
    • (2011) Depress Anxiety , vol.28 , Issue.9 , pp. 737-749
    • Friedman, M.J.1    Resick, P.A.2    Bryant, R.A.3
  • 17
    • 84878767384 scopus 로고    scopus 로고
    • The chi-square test of independence
    • McHugh ML., The chi-square test of independence. Biochemia Medica 2013; 23(2): 143–149.
    • (2013) Biochemia Medica , vol.23 , Issue.2 , pp. 143-149
    • McHugh, M.L.1
  • 18
    • 84899885104 scopus 로고    scopus 로고
    • Childhood adversity, recent life stressors and suicidal behavior in Chinese college students
    • You Z, Chen M, Yang S,. Childhood adversity, recent life stressors and suicidal behavior in Chinese college students. PLoS ONE 2014; 9(3): e86672.
    • (2014) PLoS ONE , vol.9 , Issue.3 , pp. e86672
    • You, Z.1    Chen, M.2    Yang, S.3
  • 20
    • 0026013649 scopus 로고
    • Suicide, stressors, and the life cycle
    • Rich CL, Warsradt GM., Suicide, stressors, and the life cycle. Am J Psychiatry 1991; 148(4): 524–527.
    • (1991) Am J Psychiatry , vol.148 , Issue.4 , pp. 524-527
    • Rich, C.L.1    Warsradt, G.M.2
  • 21
    • 85019089459 scopus 로고    scopus 로고
    • Common stressors among suicide attempters as revealed in a psychiatric service of Eastern Nepal
    • Shakya D., Common stressors among suicide attempters as revealed in a psychiatric service of Eastern Nepal. J Trauma Stress Disor Treat 2014; 3: 3.
    • (2014) J Trauma Stress Disor Treat , vol.3 , pp. 3
    • Shakya, D.1
  • 22
    • 85046284551 scopus 로고    scopus 로고
    • Big data are coming to psychiatry: a general introduction
    • Monteith S, Glenn T, Geddes J,. Big data are coming to psychiatry: a general introduction. Int J Bipolar Disord 2015; 3(1): 21.
    • (2015) Int J Bipolar Disord , vol.3 , Issue.1 , pp. 21
    • Monteith, S.1    Glenn, T.2    Geddes, J.3
  • 23
    • 85021787795 scopus 로고    scopus 로고
    • Psychiatric symptom recognition without labeled data using distributional representations of phrases and on-line knowledge
    • Zhang Y, Zhang O, Wu Y,. Psychiatric symptom recognition without labeled data using distributional representations of phrases and on-line knowledge. J Biomed Inform 2017; 75(Suppl.): S129–S137.
    • (2017) J Biomed Inform , vol.75 , pp. S129-S137
    • Zhang, Y.1    Zhang, O.2    Wu, Y.3
  • 24
    • 84920563503 scopus 로고    scopus 로고
    • Monitoring suicidal patients in primary care using electronic health records
    • Anderson HD, Pace WD, Brandt E,. Monitoring suicidal patients in primary care using electronic health records. J Am Board Fam Med 2015; 28(1): 65–71.
    • (2015) J Am Board Fam Med , vol.28 , Issue.1 , pp. 65-71
    • Anderson, H.D.1    Pace, W.D.2    Brandt, E.3
  • 25
    • 85073304648 scopus 로고    scopus 로고
    • ninth revision
    • ICD—9—International classification of diseases, ninth revision. https://www.cdc.gov/nchs/icd/icd9.htm
  • 26
    • 84900861593 scopus 로고    scopus 로고
    • Biological network extraction from scientific literature: state of the art and challenges
    • Li C, Liakata M, Rebholz-Schuhmann D., Biological network extraction from scientific literature: state of the art and challenges. Brief Bioinform 2013; 15: 856–877.
    • (2013) Brief Bioinform , vol.15 , pp. 856-877
    • Li, C.1    Liakata, M.2    Rebholz-Schuhmann, D.3
  • 27
    • 84876146970 scopus 로고    scopus 로고
    • Named entity recognition with multiple segment representations
    • Cho H-C, Okazaki N, Miwa M,. Named entity recognition with multiple segment representations. Inform Process Manag 2013; 49(4): 954–965.
    • (2013) Inform Process Manag , vol.49 , Issue.4 , pp. 954-965
    • Cho, H.-C.1    Okazaki, N.2    Miwa, M.3
  • 29
    • 84946125762 scopus 로고    scopus 로고
    • A comparison of conditional random fields and structured support vector machines for chemical entity recognition in biomedical literature
    • Tang B, Feng Y, Wang X,. A comparison of conditional random fields and structured support vector machines for chemical entity recognition in biomedical literature. J Cheminformatics 2015; 7(Suppl. 1): S8.
    • (2015) J Cheminformatics , vol.7 , pp. S8
    • Tang, B.1    Feng, Y.2    Wang, X.3
  • 31
    • 84858779990 scopus 로고    scopus 로고
    • A scalable hierarchical distributed language model
    • In
    • Mnih A, Hinton GE., A scalable hierarchical distributed language model. Adv Neur In 2009; 21: 1081–1088.
    • (2009) Adv Neur , vol.21 , pp. 1081-1088
    • Mnih, A.1    Hinton, G.E.2
  • 33
    • 84961363245 scopus 로고    scopus 로고
    • Proceedings of the 2014 conference on empirical methods natural language processing (EMNLP), Doha, Qatar, 25–29 October, Stroudsburg, PA, The Association for Computational Linguistics, In
    • Guo J, Che W, Wang H,. Revisiting embedding features for simple semi-supervised learning. In: Proceedings of the 2014 conference on empirical methods in natural language processing (EMNLP), Doha, Qatar, 25–29 October, pp. 110–120. Stroudsburg, PA: The Association for Computational Linguistics.
    • Revisiting embedding features for simple semi-supervised learning , pp. 110-120
    • Guo, J.1    Che, W.2    Wang, H.3
  • 34
    • 79955479858 scopus 로고    scopus 로고
    • Multiparameter Intelligent Monitoring in Intensive Care II (MIMIC-II): a public-access intensive care unit database
    • Saeed M, Villarroel M, Reisner AT,. Multiparameter Intelligent Monitoring in Intensive Care II (MIMIC-II): a public-access intensive care unit database. Crit Care Med 2011; 39(5): 952–960.
    • (2011) Crit Care Med , vol.39 , Issue.5 , pp. 952-960
    • Saeed, M.1    Villarroel, M.2    Reisner, A.T.3
  • 35
    • 84930208008 scopus 로고    scopus 로고
    • Proceedings of the workshop on NLP for medicine and biology associated with RANLP 2013, Hissar, 13 September, Shumen, INCOMA Ltd, In
    • Gorrell G, Jackson R, Roberts A,. Finding negative symptoms of schizophrenia in patient records. In: Proceedings of the workshop on NLP for medicine and biology associated with RANLP 2013, Hissar, 13 September, pp. 9–17. Shumen: INCOMA Ltd.
    • Finding negative symptoms of schizophrenia in patient records , pp. 9-17
    • Gorrell, G.1    Jackson, R.2    Roberts, A.3
  • 36
    • 85007182473 scopus 로고    scopus 로고
    • Cannabis use and treatment resistance in first episode psychosis: a natural language processing study
    • Patel R, Wilson R, Jackson R,. Cannabis use and treatment resistance in first episode psychosis: a natural language processing study. Lancet 2015; 385: S79.
    • (2015) Lancet , vol.385 , pp. S79
    • Patel, R.1    Wilson, R.2    Jackson, R.3
  • 37
    • 85024095269 scopus 로고    scopus 로고
    • Predicting early psychiatric readmission with natural language processing of narrative discharge summaries
    • Rumshisky A, Ghassemi M, Naumann T,. Predicting early psychiatric readmission with natural language processing of narrative discharge summaries. Transl Psychiatry 2016; 6(10): e921.
    • (2016) Transl Psychiatry , vol.6 , Issue.10 , pp. e921
    • Rumshisky, A.1    Ghassemi, M.2    Naumann, T.3
  • 38
    • 84900300097 scopus 로고    scopus 로고
    • Predicting the risk of suicide by analyzing the text of clinical notes
    • Poulin C, Shiner B, Thompson P,. Predicting the risk of suicide by analyzing the text of clinical notes. PLoS ONE 2014; 9(1): e85733.
    • (2014) PLoS ONE , vol.9 , Issue.1 , pp. e85733
    • Poulin, C.1    Shiner, B.2    Thompson, P.3
  • 39
    • 84997796206 scopus 로고    scopus 로고
    • Improving prediction of suicide and accidental death after discharge from general hospitals with natural language processing
    • McCoy TH, Castro VM, Roberson AM,. Improving prediction of suicide and accidental death after discharge from general hospitals with natural language processing. JAMA Psychiatry 2016; 73(10): 1064–1071.
    • (2016) JAMA Psychiatry , vol.73 , Issue.10 , pp. 1064-1071
    • McCoy, T.H.1    Castro, V.M.2    Roberson, A.M.3
  • 40
    • 84938821126 scopus 로고    scopus 로고
    • A controlled trial using natural language processing to examine the language of suicidal adolescents in the emergency department
    • Pestian JP, Grupp-Phelan J, Bretonnel Cohen K,. A controlled trial using natural language processing to examine the language of suicidal adolescents in the emergency department. Suicide Life Threat Behav 2016; 46: 154–159.
    • (2016) Suicide Life Threat Behav , vol.46 , pp. 154-159
    • Pestian, J.P.1    Grupp-Phelan, J.2    Bretonnel Cohen, K.3
  • 41
    • 84920792930 scopus 로고    scopus 로고
    • Acute vs. chronic stressors, multiple suicide attempts, and persistent suicide ideation in US soldiers
    • Bryan CJ, Clemans TA, Leeson B, Acute vs. chronic stressors, multiple suicide attempts, and persistent suicide ideation in US soldiers. J Nerv Ment Dis 2015; 203(1): 48–53.
    • (2015) J Nerv Ment Dis , vol.203 , Issue.1 , pp. 48-53
    • Bryan, C.J.1    Clemans, T.A.2    Leeson, B.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.