SlowGuess/NAACL_2021_OCR huggingface dataset:
Jeffrey J Glenn, Alicia L Nobles, Laura E Barnes, and Bethany A Teachman. 2020. Can text messages identify suicide risk in real time? a within-subjects pilot examination of temporally sensitive markers of suicide risk. *Clinical Psychological Science*, 8(4):704-722.
Robert N Golden, Carla Weiland, and Fred Peterson. 2009. The truth about illness and disease. Infobase Publishing.
Bruno Gonçalves, Nicola Perra, and Alessandro Vespignani. 2011. Modeling users' activity on twitter networks: Validation of dunbar's number. *PloS one*, 6(8):e22656.
Przemyslaw A Grabowicz, José J Ramasco, Esteban Moro, Josep M Pujol, and Victor M Eguiluz. 2012. Social features of online networks: The strength of intermediary ties in online social media. *PloS one*, 7(1):e29358.
Aditya Grover and Jure Leskovec. 2016. node2vec: Scalable feature learning for networks. In Proceedings of the 22nd ACM SIGKDD international conference on Knowledge discovery and data mining, pages 855-864.
Siwen Guo, Sviatlana Höhn, and Christoph Schommer. 2019. A personalized sentiment model with textual and contextual information. In Proceedings of the 23rd Conference on Computational Natural Language Learning (CoNLL), pages 992-1001, Hong Kong, China. Association for Computational Linguistics.
Yari Gvion and Alan Apter. 2012. Suicide and suicidal behavior. Public health reviews, 34(2):9.
Judith Rich Harris. 2010. No two alike: Human nature and human individuality. WW Norton & Company.
Keith M Harris and Melissa Ting-Ting Goh. 2017. Is suicide assessment harmful to participants? findings from a randomized controlled trial. International journal of mental health nursing, 26(2):181-190.
Alan G Hawkes. 1971. Spectra of some self-exciting and mutually exciting point processes. Biometrika, 58(1):83-90.
Holly Hedegaard, Sally C Curtin, and Margaret Warner. 2020. Increase in suicide mortality in the united states, 1999-2018.
Joseph Henrich and Francisco J Gil-White. 2001. The evolution of prestige: Freely conferred deference as a mechanism for enhancing the benefits of cultural transmission. Evolution and human behavior, 22(3):165-196.
Alison L Hill, David G Rand, Martin A Nowak, and Nicholas A Christakis. 2010. Emotions as infectious diseases in a large social network: the sisa model. Proceedings of the Royal Society B: Biological Sciences, 277(1701):3827-3835.
Elizabeth M Hill, Frances E Griffiths, and Thomas House. 2015. Spreading of healthy mood in adolescent social networks. Proceedings of the Royal Society B: Biological Sciences, 282(1813):20151180.
Dirk Hovy and Shannon L Spruit. 2016. The social impact of natural language processing. In Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), pages 591-598.
Honor Hsin, John Torous, and Laura Roberts. 2016. An adjuvant role for mobile health in psychiatry. JAMA Psychiatry, 73(2):103.
Shaoxiong Ji, Shirui Pan, Xue Li, Erik Cambria, Guodong Long, and Zi Huang. 2019. Suicidal ideation detection: A review of machine learning methods and applications. arXiv preprint arXiv:1910.12611.
Shaoxiong Ji, Shirui Pan, Xue Li, Erik Cambria, Guodong Long, and Zi Huang. 2020. Suicidal ideation detection: A review of machine learning methods and applications. IEEE Transactions on Computational Social Systems.
Thomas Joiner. 2007. Why people die by suicide. Harvard University Press.
Thomas Joiner. 2009. Psychological science agenda, june 2009. Psychological Science.
Hans Jonas. 1984. The imperative of responsibility: In search of an ethics for the technological age.
Klaus Jonas. 1992. Modelling and suicide: a test of the Werther effect. British Journal of Social Psychology, 31(4):295-306.
Edmond Jonckheere, Poonsuk Lohsoonthorn, and Francis Bonahon. 2008. Scaled gromov hyperbolic graphs. Journal of Graph Theory, 57(2):157-180.
Julie B Kaplow, Polly Y Gipson, Adam G Horwitz, Bianca N Burch, and Cheryl A King. 2014. Emotional suppression mediates the relation between adverse life events and adolescent suicide: Implications for prevention. Prevention science, 15(2):177-185.
John G. Keilp, Michael F. Grunebaum, Marianne Gorlyn, Simone LeBlanc, Ainsley K. Burke, Hanga Galfalvy, Maria A. Oquendo, and J. John Mann. 2012. Suicidal ideation and the subjective aspects of depression. Journal of Affective Disorders, 140(1):75-81.
Dmitri Krioukov, Fragkiskos Papadopoulos, Maksim Kitsak, Amin Vahdat, and Marián Boguná. 2010. Hyperbolic geometry of complex networks. *Physical Review E*, 82(3):036106.
Kai Lei, Ying Liu, Shangru Zhong, Yongbin Liu, Kuai Xu, Ying Shen, and Min Yang. 2018. Understanding user behavior in sina weibo online social network: a community approach. IEEE Access, 6:13302-13316.
Tsung-Yi Lin, Priya Goyal, Ross Girshick, Kaiming He, and Piotr Dólar. 2017. Focal loss for dense object detection. In Proceedings of the IEEE international conference on computer vision, pages 2980-2988.
Paul S Links, Rahel Eynan, Marnin J Heisel, and Rosane Nisenbaum. 2008. Elements of affective instability associated with suicidal behaviour in patients with borderline personality disorder. The Canadian Journal of Psychiatry, 53(2):112-116.
David E Losada, Fabio Crestani, and Javier Parapar. 2019. Overview of erisk at clef 2019 early risk prediction on the internet (extended overview).
Yi-Ju Lu and Cheng-Te Li. 2020. GCAN: Graph-aware co-attention networks for explainable fake news detection on social media. In Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, pages 505-514, Online. Association for Computational Linguistics.
David D Luxton, Jennifer D June, and Jonathan M Fairall. 2012. Social media and suicide: a public health perspective. American journal of public health, 102(S2):S195-S200.
Lingjuan Lyu, Xuanli He, and Yitong Li. 2020. Differentially private representation for NLP: Formal guarantee and an empirical study on privacy and fairness. In *Findings of the Association for Computational Linguistics: EMNLP* 2020, pages 2355-2365, Online. Association for Computational Linguistics.
J John Mann. 2002. A current perspective of suicide and attempted suicide. Annals of internal medicine, 136(4):302-311.
Naoki Masuda, Issei Kurahashi, and Hiroko Onari. 2013. Suicide ideation of individuals in online social networks. PloS one, 8(4):e62262.
Matthew Matero, Akash Idnani, Youngseo Son, Salvatore Giorgi, Huy Vu, Mohammad Zamani, Parth Limbachiya, Sharath Chandra Guntuku, and H Andrew Schwartz. 2019. Suicide risk assessment with multi-level dual-context language and bert. In Proceedings of the Sixth Workshop on Computational Linguistics and Clinical Psychology, pages 39-44.
Michael J McCarthy. 2010. Internet monitoring of suicide risk in the population. Journal of affective disorders, 122(3):277-279.
Catherine M McHugh, Amy Corderoy, Christopher James Ryan, Ian B Hickie, and Matthew Michael Large. 2019. Association between suicidal ideation and suicide: meta-analyses of odds ratios, sensitivity, specificity and positive predictive value. BJPsych open, 5(2).
Miller McPherson, Lynn Smith-Lovin, and James M Cook. 2001. Birds of a feather: Homophily in social networks. Annual review of sociology, 27(1):415-444.
Alex Mesoudi. 2009. The cultural dynamics of copycat suicide. PLoS One, 4(9):e7252.
Pushkar Mishra, Marco Del Tredici, Helen Yannakoudakis, and Ekaterina Shutova. 2019a. Abusive language detection with graph convolutional networks. In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers), pages 2145-2150.
Rohan Mishra, Pradyumn Prakhar Sinha, Ramit Sawhney, Debanjan Mahata, Puneet Mathur, and Rajiv Ratn Shah. 2019b. SNAP-BATNET: Cascading author profiling and social network graphs for suicide ideation detection on social media. In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Student Research Workshop, pages 147-156, Minneapolis, Minnesota. Association for Computational Linguistics.
Anna S Mueller and Seth Abrutyn. 2015. Suicidal disclosures among friends: using social network data to understand suicide contagion. Journal of health and social behavior, 56(1):131-148.
Nona Naderi, Julien Gobeill, Douglas Teodoro, Emilie Pasche, and Patrick Ruch. 2019. A baseline approach for early detection of signs of anorexia and self-harm in reddit posts. In Proceedings of CLEF (Conference and Labs of the Evaluation Forum) 2019 Working Notes, CONFERENCE. 9-12 September 2019.
Kimberly A Van Ordern, Tracy K Witte, Kelly C Cukrowicz, Scott R Braithwaite, Edward A Selby, and Thomas E Joiner Jr. 2010. The interpersonal theory of suicide. Psychological review, 117(2):575.
J. E. Palmier-Claus, P. J. Taylor, F. Varese, and D. Pratt. 2012. Does unstable mood increase risk of suicide?: theory, research and practice. Journal of Affective Disorders, 143(1-3):5-15.
Fragkiskos Papadopoulos, Maksim Kitsak, M Ángeles Serrano, Marián Boguná, and Dmitri Krioukov. 2012. Popularity versus similarity in growing networks. Nature, 489(7417):537-540.
James W Pennebaker, Martha E Francis, and Roger J Booth. 2001. Linguistic inquiry and word count: Liwc 2001. *Mahway: Lawrence Erlbaum Associates*, 71(2001):2001.
John P Pestian, Michael Sorter, Brian Connolly, Kevin Bretonnel Cohen, Cheryl McCullumsmith, Jeffry T Gee, Louis-Philippe Morency, Stefan Scherer, Lesley Rohlfs, and STM Research Group. 2017. A machine learning approach to identifying the thought markers of suicidal subjects: a prospective multicenter trial. Suicide and Life-Threatening Behavior, 47(1):112-121.
Robert Plutchik. 1980. A general psychoevolutionary theory of emotion. In *Theories of emotion*, pages 3-33. Elsevier.
Cornelius Puschman. 2017. Bad judgment, bad ethics? Internet Research Ethics for the Social Age, page 95.
Erzsébet Rvasz and Albert-László Barabási. 2003. Hierarchical organization in complex networks. *Physical review E*, 67(2):026112.
Mark A. Reger, Ian H. Stanley, and Thomas E. Joiner. 2020. Suicide Mortality and Coronavirus Disease 2019—A Perfect Storm? JAMA Psychiatry.
Marian-Andrei Rizoiu, Lexing Xie, Scott Sanner, Manuel Cebrian, Honglin Yu, and Pascal Van Hen-tenryck. 2017. Expecting to be hip: Hawkes intensity processes for social media popularity. In Proceedings of the 26th International Conference on World Wide Web, pages 735-744.
Lindsay Robertson, Keren Skegg, Marion Poore, Sheila Williams, and Barry Taylor. 2012. An adolescent suicide cluster and the possible role of electronic communication technology. Crisis.
Jo Robinson, Georgina Cox, Eleanor Bailey, Sarah Hetrick, Maria Rodrigues, Steve Fisher, and Helen Herrman. 2016. Social media and suicide prevention: a systematic review. *Early intervention in psychiatry*, 10(2):103-121.
J Niels Rosenquist, James H Fowler, and Nicholas A Christakis. 2011. Social network determinants of depression. Molecular psychiatry, 16(3):273-281.
James N Rosenquist. 2011. Lessons from social network analyses for behavioral medicine. *Current Opinion in Psychiatry*, 24(2):139-143.
Gregory A Roth, Degu Abate, Kalkidan Hassen Abate, Solomon M Abay, Cristiana Abbafati, Nooshin Abbasi, Hedayat Abbastabar, Foad Abd-Allah, Jemal Abdela, Ahmed Abdelalim, et al. 2018. Global, regional, and national age-sex-specific mortality for 282 causes of death in 195 countries and territories, 1980-2017: a systematic analysis for the global burden of disease study 2017. The Lancet, 392(10159):1736-1788.
Ramit Sawhney, Harshit Joshi, Saumya Gandhi, and Rajiv Ratn Shah. 2020. A time-aware transformer based model for suicide ideation detection on social media. In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP), pages 7685-7697, Online. Association for Computational Linguistics.
Ramit Sawhney, Prachi Manchanda, Raj Singh, and Swati Aggarwal. 2018. A computational approach to feature extraction for identification of suicidal ideation in tweets. In Proceedings of ACL 2018, Student Research Workshop, pages 91-98, Melbourne, Australia. Association for Computational Linguistics.
Marialisa Scata, Alessandro Di Stefano, Aurelio La Corte, and Pietro Lio. 2018. Quantifying the propagation of distress and mental disorders in social networks. Scientific reports, 8(1):1-12.
Edward A Selby, Shirley Yen, and Anthony Spirito. 2013. Time varying prediction of thoughts of death and suicidal ideation in adolescents: weekly ratings over 6-month follow-up. Journal of Clinical Child & Adolescent Psychology, 42(4):481-495.
Joongbo Shin, Yanghoon Kim, Seunghyun Yoon, and Kyomin Jung. 2018. Contextual-cnn: A novel architecture capturing unified meaning for sentence classification. In 2018 IEEE International Conference on Big Data and Smart Computing (BigComp), pages 491-494. IEEE.
Han-Chin Shing, Suraj Nair, Ayah Zirikly, Meir Friedenberg, Hal Daumé III, and Philip Resnik. 2018. Expert, crowdsourced, and machine assessment of suicide risk via online postings. In Proceedings of the Fifth Workshop on Computational Linguistics and Clinical Psychology: From Keyboard to Clinic, pages 25-36, New Orleans, LA. Association for Computational Linguistics.
Han-Chin Shing, Philip Resnik, and Douglas W Oard. 2020. A prioritization model for suicidality risk assessment. In Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, pages 8124-8137.
Pradyumna Prakhar Sinha, Rohan Mishra, Ramit Sawhney, Debanjan Mahata, Rajiv Ratn Shah, and Huan Liu. 2019. # suicidal-a multipronged approach to identify and explore suicidal ideation in twitter. In Proceedings of the 28th ACM International Conference on Information and Knowledge Management, pages 941-950.
Merike Sisask, Airi Värnik, Kairi Kolvers, Kenn Konstabel, and Danuta Wasserman. 2008. Subjective psychological well-being (who-5) in assessment of the severity of suicide attempt. Nordic Journal of Psychiatry, 62(6):431-435.
Kamesha Spates, Xinyue Ye, and Ashley Johnson. 2018. "I just might kill myself": Suicide expressions on twitter. Death studies.
Hajime Sueki. 2015. The association of suicide-related twitter use with suicidal behaviour: a cross-sectional study of young internet users in japan. Journal of affective disorders, 170:155-160.
Madeena Sultana, Padma Polash, and Marina Gavrilova. 2017. Authorship recognition of tweets: A comparison between social behavior and linguistic profiles. In 2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC), pages 471-476. IEEE.
Nicholas Tarrier, Patricia Gooding, Lynsey Gregg, Judith Johnson, and Richard Drake. 2007. Suicide schema in schizophrenia: The effect of emotional
reactivity, negative symptoms and schema elaboration. Behaviour Research and Therapy, 45(9):2090-2097.
Cornelis Van Heeringen and A Marusic. 2003. Understanding the suicidal brain. The British Journal of Psychiatry, 183(4):282-284.
King wa Fu, Ka Y. Liu, and Paul S. F. Yip. 2007. Predictive validity of the chinese version of the adult suicidal ideation questionnaire: Psychometric properties and its short version. Psychological Assessment, 19(4):422-429.
Stefan Wojcik and Adam Hughes. 2019. Sizing up twitter users.
Matt Wray, Cynthia Colen, and Bernice Pescosolido. 2011. The sociology of suicide. Annual Review of Sociology, 37.
Yi Yang and Jacob Eisenstein. 2017. Overcoming language variation in sentiment analysis with social attention. Transactions of the Association for Computational Linguistics, 5:295-307.
L. Yu, L. Liu, C. Pu, M. E. Gursoy, and S. Truex. 2019. Differentially private model publishing for deep learning. In 2019 IEEE Symposium on Security and Privacy (SP), pages 332-349.
Xu Zhang, Yaxuan Ren, Jianing You, Chao Huang, Yongqiang Jiang, Min-Pei Lin, and Freedom Leung. 2017. Distinguishing pathways from negative emotions to suicide ideation and to suicide attempt: The differential mediating effects of nonsuicidal self-injury. Journal of abnormal child psychology, 45(8):1609-1619.
Michael Zimmer. 2009. Web search studies: Multidisciplinary perspectives on web search engines. In International handbook of internet research, pages 507-521. Springer.
Michael Zimmer. 2010. "but the data is already public": on the ethics of research in facebook. Ethics and information technology, 12(4):313-325.
Ayah Zirikly, Philip Resnik, Ozlem Uzuner, and Kristy Hollingshead. 2019. CLPsych 2019 shared task: Predicting the degree of suicide risk in Reddit posts. In Proceedings of the Sixth Workshop on Computational Linguistics and Clinical Psychology, pages 24-33, Minneapolis, Minnesota. Association for Computational Linguistics.