References
Adrian, M., Zeman, J., Erdley, C., Lisa, L., & Sim, L. (2011).
Emotional dysregulation and interpersonal difficulties as risk factors
for nonsuicidal self-injury in adolescent girls. Journal of
Abnormal Child Psychology , 39 (3), 389-400.
American Psychological Association. (2013). Diagnostic and Statistical
Manual – Fifth Edition.
Andover, M. S., & Morris, B. W. (2014). Expanding and clarifying the
role of emotion
regulation in nonsuicidal self-injury. The Canadian Journal of
Psychiatry, 59(11), 569-575.
Bird, S., Klein, E., & Loper, E. (2009). Natural language
processing with Python . O’Reilly.
Blei, D. M. (2012). Probabilistic topic models. Communications of
the ACM , 55 , 77-84.
Blei, D. M., & Lafferty, J. D. (2009). Topic models. In A. N.
Srivastava & M. Sahami (Eds.), Text mining: Classification,
clustering, and applications . Chapman and Hall/CRC.
Blei, D. M., Ng, A. Y., & Jordan, M. I. (2003). Latent Dirichlet
allocation. Journal of Machine Learning Research , 3 ,
993-1022.
Cox, D. R., & Snell, E. J. (1989). Analysis of binary data (2nd
ed). Chapman and Hall/CRC.
Cummins, N., Scherer, S., Krajewski, J., Schnieder, S., Epps, J., &
Quatieri, T. F. (2015). A
review of depression and suicide risk assessment using speech
analysis. Speech communication, 71, 10-49.
Duffy, M.E., Twenge, J.M., Joiner, T.E., 2019. Trends in Mood and
Anxiety Symptoms and
Suicide-Related Outcomes Among U.S. Undergraduates, 2007–2018: Evidence
From Two National Surveys. J. Adolesc. Heal. 65.
https://doi.org/10.1016/j.jadohealth.2019.04.033
Enders, C. K. (2010). 2. Traditional methods for dealing with missing
data. In Applied missing data analysis (pp. 37–55). Guilford
Press.
Flett, G. L., Goldstein, A. L., Hewitt, P. L., & Wekerle, C. (2012).
Predictors of deliberate self-harm behavior among emerging adolescents:
An initial test of a self-punitiveness model. Current
psychology , 31 (1), 49-64.
France, D. J., Shiavi, R. G., Silverman, S., Silverman, M., & Wilkes,
M. (2000). Acoustical
properties of speech as indicators of depression and suicidal
risk. IEEE transactions on Biomedical Engineering, 47(7),
829-837.
Franklin, J. C., Ribeiro, J. D., Fox, K. R., Bentley, K. H., Kleiman, E.
M., Huang, X., … Nock, M. K., 2017. Risk factors for suicidal
thoughts and behaviors: A meta-analysis of 50 years of research.Psychological Bulletin , 143 , 187-232.
Gillies, D., Christou, M. A., Dixon, A. C., Featherston, O. J., Rapti,
I., Garcia-Anguita, A., Villasis-Keever, M.., Reebye, P., Christou, E.,
Al Kabir, N., & Christou, P. A. (2018). Prevalence and characteristics
of self-harm in adolescents: Meta-analyses of community-based studies
1990-2015. Journal of the American Academy of Child and Adolescent
Psychiatry, 57 (10), 733-741.
Glenn, C. R., & Klonsky, E. D. (2011). One-year test-retest reliability
of the Inventory of Statements about Self-Injury
(ISAS). Assessment , 18 (3), 375-378.
Glenn, C. R., & Klonsky, E. D. (2009). Emotion dysregulation as a core
feature of borderline personality disorder. Journal of personality
disorders , 23 (1), 20-28.
Gratz, K. L., Hepworth, C., Tull, M. T., Paulson, A., Clarke, S.,
Remington, B., & Lejuez, C. W. (2011). An experimental investigation of
emotional willingness and physical pain tolerance in deliberate
self-harm: the moderating role of interpersonal
distress. Comprehensive Psychiatry , 52 (1), 63-74.
Gratz, K. L., & Roemer, L. (2004). Multidimensional assessment of
emotion regulation and dysregulation: Development, factor structure, and
initial validation of the difficulties in emotion regulation
scale. Journal of Psychopathology and Behavioral
Assessment , 26 (1), 41-54.
Guerry, J. D., & Prinstein, M. J. (2009). Longitudinal prediction of
adolescent nonsuicidal self-injury: Examination of a cognitive
vulnerability-stress model. Journal of Clinical Child &
Adolescent Psychology , 39 (1), 77-89.
Hepp, J., Carpenter, R. W., Störkel, L. M., Schmitz, S. E., Schmahl, C.,
& Niedtfeld, I. (2020). A
systematic review of daily life studies on non-suicidal self-injury
based on the four-function model. Clinical psychology
review, 82, 101888.
Hepp, J., Carpenter, R. W., Freeman, L. K., Vebares, T. J., & Trull, T.
J. (2021). The
environmental, interpersonal, and affective context of nonsuicidal
self-injury urges in daily life. Personality Disorders: Theory,
Research, and Treatment, 12(1), 29.
Jacobucci, R., Ammerman, B. A., & Wilcox, K. T. (2021). The use of
text‐based responses to
improve our understanding and prediction of suicide risk. Suicide
and Life‐Threatening Behavior, 51(1), 55-64.
https://doi.org/10.1111/sltb.12668
Ji, S., Yu, C. P., Fung, S. F., Pan, S., & Long, G. (2018). Supervised
learning fora suicidal
ideation detection in online user
content. Complexity , 2018 .
Kiekens, G., Hasking, P., Bruffaerts, R., Alonso, J., Auerbach, R. P.,
Bantjes, J., … & Kessler, R.
C. (2021). Non-suicidal self-injury among first-year college students
and its association with mental disorders: results from the World Mental
Health International College Student (WMH-ICS)
initiative. Psychological medicine, 1-12.
Kim, K. L., Cushman, G. K., Weissman, A. B., Puzia, M. E., Wegbreit, E.,
Tone, E. B., … & Dickstein, D. P. (2015). Behavioral and emotional
responses to interpersonal stress: A comparison of adolescents engaged
in non-suicidal self-injury to adolescent suicide
attempters. Psychiatry Research , 228 (3), 899-906.
Kjell, O. N., Kjell, K., Garcia, D., & Sikström, S. (2019). Semantic
measures: Using natural language processing to measure, differentiate,
and describe psychological constructs. Psychological Methods ,24 (1), 92-115. https://doi.org/10.1037/met0000191
Klonsky, E. D., & Glenn, C. R. (2009). Assessing the functions of
non-suicidal self-injury: Psychometric properties of the Inventory of
Statements About Self-injury (ISAS). Journal of Psychopathology
and Behavioral Assessment , 31 (3), 215-219.
Lazarus, S. A., Beeney, J. E., Howard, K. P., Strunk, D. R., Pilkonis,
P., & Cheavens, J. S. (2020). Characterization of relationship
instability in women with borderline personality disorder: A social
network analysis. Personality Disorders: Theory, Research, and
Treatment , 11 (5), 312.
Maier, M. J. (2021). DirichletReg: Dirichlet regression (0.7-1).
https://cran.r-project.org/package=DirichletReg
Manning, C. D., Raghavan, P., & Schütze, H. (2008). An
introduction to information retrieval . Cambridge University.
Mimno, D., Wallach, H. M., Talley, E., Leenders, M., & McCallum, A.
(2011). Optimizing semantic coherence in topic models. Proceedings
of the Conference on Empirical Methods in Natural Language Processing ,
262–272. https://doi.org/10.5555/2145432.2145462
Nasir, M., Baucom, B. R., Bryan, C. J., Narayanan, S. S., & Georgiou,
P. G. (2017, August).
Complexity in speech and its relation to emotional bond in
therapist-patient interactions during suicide risk assessment
interviews. In Interspeech (pp. 3296-3300).
Nock, M. K. (2008). Actions speak louder than words: An elaborated
theoretical model of the social functions of self-injury and other
harmful behaviors. Applied & Preventive Psychology , 12 ,
159–168.
Nock, M. K. (2009). Why do people hurt themselves? New insights into the
nature and functions
of self-injury. Current directions in psychological
science , 18 (2), 78-83.
Nock, M. K., & Prinstein, M. J. (2004). A functional approach to the
assessment of self-mutilative behavior. Journal of Consulting and
Clinical Psychology , 72 (5), 885.
Nock, M. K., Prinstein, M. J., & Sterba, S. K. (2010). Revealing the
form and function of self-injurious thoughts and behaviors: A real-time
ecological assessment study among adolescents and young adults.Psychology of Violence, 1, 36-52.
O’dea, B., Larsen, M. E., Batterham, P. J., Calear, A. L., &
Christensen, H. (2017). A linguistic
analysis of suicide-related Twitter posts. Crisis: The Journal of
Crisis Intervention and Suicide Prevention, 38(5), 319.
Pennebaker, J. W., & King, L. A. (1999). Linguistic styles: Language
use as an individual difference. Journal of Personality and Social
Psychology , 77 , 1296.