{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,1]],"date-time":"2025-10-01T15:37:33Z","timestamp":1759333053286},"reference-count":38,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2020,4,4]],"date-time":"2020-04-04T00:00:00Z","timestamp":1585958400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,4,4]],"date-time":"2020-04-04T00:00:00Z","timestamp":1585958400000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Evolving Systems"],"published-print":{"date-parts":[[2021,3]]},"DOI":"10.1007\/s12530-020-09340-7","type":"journal-article","created":{"date-parts":[[2020,4,4]],"date-time":"2020-04-04T05:33:36Z","timestamp":1585978416000},"page":"57-68","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Suicidal tendencies prediction in Greek poetry"],"prefix":"10.1007","volume":"12","author":[{"given":"Stefanos","family":"Nikiforos","sequence":"first","affiliation":[]},{"given":"Alexandros-Dimitrios","family":"Zervopoulos","sequence":"additional","affiliation":[]},{"given":"Evangelos","family":"Geramanis","sequence":"additional","affiliation":[]},{"given":"Alexandros","family":"Toulakis","sequence":"additional","affiliation":[]},{"given":"Asterios","family":"Papamichail","sequence":"additional","affiliation":[]},{"given":"Dimitrios","family":"Triantafylloy","sequence":"additional","affiliation":[]},{"given":"Theofanis","family":"Tasoulas","sequence":"additional","affiliation":[]},{"given":"Katia-Lida","family":"Kermanidis","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2020,4,4]]},"reference":[{"issue":"5","key":"9340_CR1","first-page":"2847","volume":"14","author":"KA Achmad","year":"2019","unstructured":"Achmad KA, Nugroho LE, Djunaedi AW (2019) Context-aware based restaurant recommender system: a prescriptive analytics. J Eng Sci Technol 14(5):2847\u20132864","journal-title":"J Eng Sci Technol"},{"key":"9340_CR2","unstructured":"Bertolote JM, Fleischmann A (2012) A global perspective on the magnitude of suicide mortality. In: Oxford University Press (Ed.), Oxford textbook of suicidology and suicide prevention: A global perspective, pp 92\u201398. 10.1093\/med\/9780198570059.003.0014"},{"key":"9340_CR3","doi-asserted-by":"crossref","unstructured":"Burnap P, Colombo G, Amery R, Hodorog A, Scourfield J (2015) Machine classification and analysis of suicide-related communication on twitter. In: ACM (Ed.), Proceedings of the 26th ACM conference on hypertext & social media. ACM, pp 75\u201384","DOI":"10.1145\/2700171.2791023"},{"key":"9340_CR4","unstructured":"Candel A, Parmar V, LeDell E, Arora A (2018) Deep learning with H2O. Retrieved from https:\/\/h2o.ai\/resources"},{"key":"9340_CR5","doi-asserted-by":"publisher","DOI":"10.4137\/bii.s8933","author":"C Cherry","year":"2012","unstructured":"Cherry C, Mohammad SM, De Bruijn B (2012) Binary classifiers and latent sequence models for emotion detection in suicide notes. Biomed Inform Insights. https:\/\/doi.org\/10.4137\/bii.s8933(5s1, BII.S8933)","journal-title":"Biomed Inform Insights"},{"key":"9340_CR6","doi-asserted-by":"publisher","DOI":"10.1177\/1178222618792860","author":"G Coppersmith","year":"2018","unstructured":"Coppersmith G, Leary R, Crutchley P, Fine A (2018) Natural language processing of social media as screening for suicide risk. Biomed Inform Insights. https:\/\/doi.org\/10.1177\/1178222618792860","journal-title":"Biomed Inform Insights"},{"issue":"2","key":"9340_CR7","doi-asserted-by":"publisher","first-page":"255","DOI":"10.1023\/A:1022180603266","volume":"26","author":"RC Cronkite","year":"1998","unstructured":"Cronkite RC, Moos RH, Twohey J, Cohen C, Swindle R (1998) Life circumstances and personal resources as predictors of the ten-year course of depression. Am J Community Psychol 26(2):255\u2013280. https:\/\/doi.org\/10.1023\/A:1022180603266","journal-title":"Am J Community Psychol"},{"key":"9340_CR8","doi-asserted-by":"publisher","DOI":"10.1186\/s12911-018-0632-8","author":"J Du","year":"2018","unstructured":"Du J, Zhang Y, Luo J, Jia Y, Wei Q, Tao C, Xu H (2018) Extracting psychiatric stressors for suicide from social media using deep learning. BMC Med Inform Decis Mak. https:\/\/doi.org\/10.1186\/s12911-018-0632-8","journal-title":"BMC Med Inform Decis Mak"},{"key":"9340_CR9","unstructured":"Durkheim \u00c9 (2005) Suicide: a study in sociology (Routledge, ed.). 10.4324\/9780203994320"},{"issue":"6","key":"9340_CR10","doi-asserted-by":"publisher","first-page":"1216","DOI":"10.1037\/0022-3514.59.6.1216","volume":"59","author":"LR Goldberg","year":"1990","unstructured":"Goldberg LR (1990) An alternative \u2018Description of Personality\u2019: the big-five factor structure. J Personal Soc Psychol 59(6):1216\u20131229. https:\/\/doi.org\/10.1037\/0022-3514.59.6.1216","journal-title":"J Personal Soc Psychol"},{"key":"9340_CR11","volume-title":"RapidMiner: data mining use cases and business analytics applications","year":"2013","unstructured":"Hofmann M, Klinkenberg R (eds) (2013) RapidMiner: data mining use cases and business analytics applications. CRC Press, Boca Raton"},{"key":"9340_CR12","first-page":"44","volume":"276","author":"KR Jamison","year":"1997","unstructured":"Jamison KR (1997) Manic-depressive illness and creativity. Sci Am 276:44\u201352","journal-title":"Sci Am"},{"key":"9340_CR13","doi-asserted-by":"publisher","unstructured":"Kamminga JW, Bisby HC, Le DV, Meratnia N, Havinga PJ (2017) Generic online animal activity recognition on collar tags. In: UbiComp\/ISWC 2017\u2014Adjunct Proceedings of the 2017 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2017 ACM International Symposium on Wearable Computers, 597\u2013606. https:\/\/doi.org\/10.1145\/3123024.3124407","DOI":"10.1145\/3123024.3124407"},{"key":"9340_CR14","unstructured":"Kao J, Jurafsky D (2012) A computational analysis of style, affect, and imageryin contemporary poetry. In: 1st workshop on computational linguistics for literature (CLfL 2012), 8\u201317."},{"issue":"9","key":"9340_CR15","first-page":"1343","volume":"11","author":"S Kim","year":"2018","unstructured":"Kim S, Shim S, Kim J, Jung J, Kim SA (2018) A Study on performance prediction in early design stage of apartment housing using machine learning. Int J Archit Environ Eng 11(9):1343\u20131351","journal-title":"Int J Archit Environ Eng"},{"key":"9340_CR16","unstructured":"Lightman EJ, McCarthy PM, Dufty DF, McNamara DS (2007) Using computational text analysis tools to compare the lyrics of suicidal and non-suicidal song writers. In: McNamara JG, Trafton DS (Ed.) Proceedings of the annual meeting of the cognitive science society. Cognitive Science Society, Austin, 1217\u20131222"},{"issue":"2","key":"9340_CR17","doi-asserted-by":"publisher","first-page":"243","DOI":"10.13053\/CyS-21-2-2721","volume":"21","author":"TA Litvinova","year":"2017","unstructured":"Litvinova TA, Seredin PV, Litvinova OA, Romanchenko OV (2017) Identification of suicidal tendencies of individuals based on the quantitative analysis of their internet texts. Computaci\u00f3n y Sistemas 21(2):243\u2013252. https:\/\/doi.org\/10.13053\/CyS-21-2-2721","journal-title":"Computaci\u00f3n y Sistemas"},{"key":"9340_CR18","doi-asserted-by":"publisher","unstructured":"Morales M, Dey P, Theisen T, Belitz D, Chernova N (2019) An Investigation of Deep Learning Systems for Suicide Risk Assessment. In: Association for computational linguistics (ACL) (Ed.), Proceedings of the sixth workshop on computational linguistics and clinical psychology, pp 177\u2013181. https:\/\/doi.org\/10.18653\/v1\/w19-3023","DOI":"10.18653\/v1\/w19-3023"},{"key":"9340_CR19","unstructured":"Mulholland M, Quinn J (2013) Suicidal tendencies: the automatic classification of suicidal and non-suicidal lyricists using NLP. In: Proceedings of the Sixth International Joint Conference on Natural Language Processing (IJCNLP), 680\u2013684"},{"key":"9340_CR20","first-page":"93","volume":"718","author":"F\u00c5 Nielsen","year":"2011","unstructured":"Nielsen F\u00c5 (2011) A new ANEW: evaluation of a word list for sentimentanalysis in microblogs. CEUR Workshop Proc 718:93\u201398","journal-title":"CEUR Workshop Proc"},{"key":"9340_CR21","doi-asserted-by":"publisher","unstructured":"Nobles AL, Glenn JJ, Kowsari K, Teachman BA, Barnes LE (2018) Identification of imminent suicide risk among young adults using text messages. In: ACM (Ed.), Proceedings of the 2018 CHI conference on human factors in computing systems (p. Paper 413, 11 pages). https:\/\/doi.org\/10.1145\/3173574.3173987","DOI":"10.1145\/3173574.3173987"},{"key":"9340_CR22","doi-asserted-by":"publisher","unstructured":"O\u2019Donnell, M. (2008). Demonstration of the UAM CorpusTool for text and image annotation. In: Proceedings of the ACL-08: HLT Demo Session, 13\u201316. https:\/\/doi.org\/10.3115\/1564144.1564148","DOI":"10.3115\/1564144.1564148"},{"issue":"5","key":"9340_CR23","doi-asserted-by":"publisher","first-page":"389","DOI":"10.1080\/15325024.2013.794663","volume":"19","author":"K Pajak","year":"2014","unstructured":"Pajak K, Trzebi\u0144ski J (2014) Escaping the world: linguistic indicators of suicide attempts in poets. J Loss Trauma 19(5):389\u2013402. https:\/\/doi.org\/10.1080\/15325024.2013.794663","journal-title":"J Loss Trauma"},{"key":"9340_CR24","doi-asserted-by":"publisher","first-page":"109","DOI":"10.1016\/j.jad.2015.12.066","volume":"193","author":"IC Passos","year":"2016","unstructured":"Passos IC, Mwangi B, Cao B, Hamilton JE, Wu MJ, Zhang XY, Soares JC (2016) Identifying a clinical signature of suicidality among patients with mood disorders: a pilot study using a machine learning approach. J Affect Disord 193:109\u2013116. https:\/\/doi.org\/10.1016\/j.jad.2015.12.066","journal-title":"J Affect Disord"},{"issue":"6","key":"9340_CR25","doi-asserted-by":"publisher","first-page":"1296","DOI":"10.1037\/0022-3514.77.6.1296","volume":"77","author":"JW Pennebaker","year":"1999","unstructured":"Pennebaker JW, King LA (1999) Linguistic styles: language use as anindividual difference. J Personal Soc Psychol 77(6):1296. https:\/\/doi.org\/10.1037\/0022-3514.77.6.1296","journal-title":"J Personal Soc Psychol"},{"key":"9340_CR26","doi-asserted-by":"publisher","DOI":"10.4137\/bii.s4706","author":"J Pestian","year":"2010","unstructured":"Pestian J, Nasrallah H, Matykiewicz P, Bennett A, Leenaars A (2010) Suicide note classification using natural language processing: a content analysis. Biomed Inform Insights. https:\/\/doi.org\/10.4137\/bii.s4706(3, BII.S4706)","journal-title":"Biomed Inform Insights"},{"issue":"3","key":"9340_CR27","doi-asserted-by":"publisher","first-page":"293","DOI":"10.1111\/j.2044-8260.1992.tb00996.x","volume":"31","author":"K Petrie","year":"1992","unstructured":"Petrie K, Brook R (1992) Sense of coherence, self-esteem, depression and hopelessness as correlates of reattempting suicide. Br J Clin Psychol 31(3):293\u2013300. https:\/\/doi.org\/10.1111\/j.2044-8260.1992.tb00996.x","journal-title":"Br J Clin Psychol"},{"key":"9340_CR28","first-page":"171","volume":"14","author":"SD Raeburn","year":"1999","unstructured":"Raeburn SD (1999) Psychological issues and treatment strategies in popular musicians: a review, part i. Med Probl Perform Artist 14:171\u2013179","journal-title":"Med Probl Perform Artist"},{"key":"9340_CR29","doi-asserted-by":"publisher","DOI":"10.1155\/2013\/425740","author":"KG Sheela","year":"2013","unstructured":"Sheela KG, Deepa SN (2013) Review on methods to fix number of hidden neurons in neural networks. Math Probl Eng. https:\/\/doi.org\/10.1155\/2013\/425740","journal-title":"Math Probl Eng"},{"key":"9340_CR30","doi-asserted-by":"publisher","unstructured":"Shing H-C, Nair S, Zirikly A, Friedenberg M, Daum\u00e9 III H, Resnik P (2018) Expert, crowdsourced, and machine assessment of suicide risk via online postings. In: Association for Computational Linguistics (ACL) (Ed.), proceedings of the fifth workshop on computational linguistics and clinical psychology: from keyboard to clinic, pp 25\u201336. https:\/\/doi.org\/10.18653\/v1\/w18-0603","DOI":"10.18653\/v1\/w18-0603"},{"issue":"1","key":"9340_CR31","doi-asserted-by":"publisher","first-page":"129","DOI":"10.1080\/00224549709595421","volume":"137","author":"S Stack","year":"1997","unstructured":"Stack S (1997) Suicide among artists. The Journal of Social Psychology 137(1):129\u2013130. https:\/\/doi.org\/10.1080\/00224549709595421","journal-title":"The Journal of Social Psychology"},{"issue":"1","key":"9340_CR32","doi-asserted-by":"publisher","first-page":"24","DOI":"10.1177\/0261927X09351676","volume":"29","author":"YR Tausczik","year":"2010","unstructured":"Tausczik YR, Pennebaker JW (2010) The psychological meaning of words: LIWC and computerized text analysis methods. J Lang Soc Psychol 29(1):24\u201354. https:\/\/doi.org\/10.1177\/0261927X09351676","journal-title":"J Lang Soc Psychol"},{"key":"9340_CR33","doi-asserted-by":"publisher","DOI":"10.4137\/bii.s8972","author":"R Wicentowski","year":"2012","unstructured":"Wicentowski R, Sydes MR (2012) Emotion detection in suicide notes using maximum entropy classification. Biomed Inform Insights. https:\/\/doi.org\/10.4137\/bii.s8972(5s1, BII\u2013S8972)","journal-title":"Biomed Inform Insights"},{"issue":"2\u20133","key":"9340_CR34","doi-asserted-by":"publisher","first-page":"165","DOI":"10.1007\/s10579-005-7880-9","volume":"39","author":"J Wiebe","year":"2005","unstructured":"Wiebe J, Wilson T, Cardie C (2005) Annotating expressions of opinions andemotions in language. Lang Resour Eval 39(2\u20133):165\u2013210. https:\/\/doi.org\/10.1007\/s10579-005-7880-9","journal-title":"Lang Resour Eval"},{"issue":"4","key":"9340_CR35","doi-asserted-by":"publisher","first-page":"517","DOI":"10.1097\/00006842-200107000-00001","volume":"63","author":"S Wiltsey Stirman","year":"2001","unstructured":"Wiltsey Stirman S, Pennebaker JW (2001) Word use in the poetry of suicidal and nonsuicidal poets. Psychosom Med 63(4):517\u2013522. https:\/\/doi.org\/10.1097\/00006842-200107000-00001","journal-title":"Psychosom Med"},{"key":"9340_CR36","doi-asserted-by":"publisher","first-page":"173","DOI":"10.1007\/978-3-030-19909-8_15","volume":"560","author":"AD Zervopoulos","year":"2019","unstructured":"Zervopoulos AD, Geramanis E, Toulakis A, Papamichail A, Triantafylloy D, Tasoulas T, Kermanidis K (2019) Language processing for predicting suicidal tendencies: a case study in Greek poetry. IFIP Adv Inf Commun Technol 560:173\u2013183. https:\/\/doi.org\/10.1007\/978-3-030-19909-8_15","journal-title":"IFIP Adv Inf Commun Technol"},{"key":"9340_CR37","doi-asserted-by":"publisher","unstructured":"Zhang L, Huang X, Liu T, Li A, Chen Z, Zhu T (2015) Using linguistic features to estimate suicide probability of chinese microblog users. In: Springer Verlag (Ed.), Lecture notes in computer science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Vol. 8944, pp 549\u2013559. https:\/\/doi.org\/10.1007\/978-3-319-15554-8_45","DOI":"10.1007\/978-3-319-15554-8_45"},{"key":"9340_CR38","doi-asserted-by":"publisher","unstructured":"Zirikly A, Resnik P, Uzuner \u00d6, Hollingshead K (2019) CLPsych 2019 shared task: predicting the degree of suicide risk in reddit posts. In: Association for Computational Linguistics (Ed.), proceedings of the sixth workshop on computational linguistics and clinical psychology, pp 24\u201333. https:\/\/doi.org\/10.18653\/v1\/W19-3003","DOI":"10.18653\/v1\/W19-3003"}],"container-title":["Evolving Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12530-020-09340-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s12530-020-09340-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12530-020-09340-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,4,4]],"date-time":"2021-04-04T00:03:05Z","timestamp":1617494585000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s12530-020-09340-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,4,4]]},"references-count":38,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2021,3]]}},"alternative-id":["9340"],"URL":"https:\/\/doi.org\/10.1007\/s12530-020-09340-7","relation":{},"ISSN":["1868-6478","1868-6486"],"issn-type":[{"value":"1868-6478","type":"print"},{"value":"1868-6486","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,4,4]]},"assertion":[{"value":"30 September 2019","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"22 March 2020","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"4 April 2020","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}