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Natural language processing of social media as screening for suicide risk
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 …
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
Highlights•Several 'ideation-to-action'theories of suicide have been published since
2005.•These theories meaningfully advance understanding of suicide.•Pain and …
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
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 …
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
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 …
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.
Objective: The interpersonal theory of suicide has contributed to advances in the
understanding and prevention of suicidal behavior, with over a decade of empirical …
understanding and prevention of suicidal behavior, with over a decade of empirical …
A systematic literature review of machine learning in online personal health data
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 …
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 …
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 …
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
Suicide ideation is an inherently dynamic construct. Previous research implicates different
temporal patterns in suicide ideation among individuals who have made multiple suicide …
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 …
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 …
risk of suicide do not engage with their doctor or community due to concerns about …