Natural language processing of social media as screening for suicide risk

G Coppersmith, R Leary… - Biomedical informatics …, 2018 - journals.sagepub.com
Suicide is among the 10 most common causes of death, as assessed by the World Health
Organization. For every death by suicide, an estimated 138 people's lives are meaningfully …

Ideation-to-action theories of suicide: a conceptual and empirical update

ED Klonsky, BY Saffer, CJ Bryan - Current opinion in psychology, 2018 - Elsevier
Highlights•Several 'ideation-to-action'theories of suicide have been published since
2005.•These theories meaningfully advance understanding of suicide.•Pain and …

Nonlinear change processes and the emergence of suicidal behavior: A conceptual model based on the fluid vulnerability theory of suicide

CJ Bryan, JE Butner, AM May, KF Rugo, JA Harris… - New ideas in …, 2020 - Elsevier
Although ideation-to-action theories of suicide aim to explain the emergence of suicidal
behaviors, researchers have primarily focused on the content of underlying mechanisms (ie …

Recent advances in using natural language processing to address public health research questions using social media and consumergenerated data

M Conway, M Hu, WW Chapman - Yearbook of medical …, 2019 - thieme-connect.com
Objective: We present a narrative review of recent work on the utilisation of Natural
Language Processing (NLP) for the analysis of social media (including online health …

Exploring the temporal dynamics of the interpersonal theory of suicide constructs: A dynamic systems modeling approach.

ML Rogers, TE Joiner - Journal of consulting and clinical …, 2019 - psycnet.apa.org
Objective: The interpersonal theory of suicide has contributed to advances in the
understanding and prevention of suicidal behavior, with over a decade of empirical …

A systematic literature review of machine learning in online personal health data

Z Yin, LM Sulieman, BA Malin - Journal of the American Medical …, 2019 - academic.oup.com
Objective User-generated content (UGC) in online environments provides opportunities to
learn an individual's health status outside of clinical settings. However, the nature of UGC …

[HTML][HTML] Proactive suicide prevention online (PSPO): machine identification and crisis management for Chinese social media users with suicidal thoughts and …

X Liu, X Liu, J Sun, NX Yu, B Sun, Q Li, T Zhu - Journal of medical internet …, 2019 - jmir.org
Background Suicide is a great public health challenge. Two hundred million people attempt
suicide in China annually. Existing suicide prevention programs require the help-seeking …

Patterns of change in suicide ideation signal the recurrence of suicide attempts among high-risk psychiatric outpatients

CJ Bryan, DC Rozek, J Butner, MD Rudd - Behaviour research and therapy, 2019 - Elsevier
Suicide ideation is an inherently dynamic construct. Previous research implicates different
temporal patterns in suicide ideation among individuals who have made multiple suicide …

[HTML][HTML] Users, uses, and effects of social media in dietetic practice: sco** review of the quantitative and qualitative evidence

AA Dumas, A Lapointe, S Desroches - Journal of medical Internet research, 2018 - jmir.org
Background Social media platforms are increasingly used by registered dietitians (RDs) to
improve knowledge translation and exchange in nutrition. However, a thorough …

AI enabled suicide prediction tools: a qualitative narrative review

D D'Hotman, E Loh - BMJ health & care informatics, 2020 - pmc.ncbi.nlm.nih.gov
Background: Suicide poses a significant health burden worldwide. In many cases, people at
risk of suicide do not engage with their doctor or community due to concerns about …