[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 …
[HTML][HTML] Detection of suicidal ideation on social media: multimodal, relational, and behavioral analysis
Background Suicide risk assessment usually involves an interaction between doctors and
patients. However, a significant number of people with mental disorders receive no …
patients. However, a significant number of people with mental disorders receive no …
[HTML][HTML] Assessing suicide risk and emotional distress in Chinese social media: a text mining and machine learning study
Background Early identification and intervention are imperative for suicide prevention.
However, at-risk people often neither seek help nor take professional assessment. A tool to …
However, at-risk people often neither seek help nor take professional assessment. A tool to …
[HTML][HTML] Mediation effect of suicide-related social media use behaviors on the association between suicidal ideation and suicide attempt: cross-sectional questionnaire …
Background A limited number of studies have examined the differences in suicide-related
social media use behaviors between suicide ideators and suicide attempters or have sought …
social media use behaviors between suicide ideators and suicide attempters or have sought …
Creating a Chinese suicide dictionary for identifying suicide risk on social media
M Lv, A Li, T Liu, T Zhu - PeerJ, 2015 - peerj.com
Introduction. Suicide has become a serious worldwide epidemic. Early detection of
individual suicide risk in population is important for reducing suicide rates. Traditional …
individual suicide risk in population is important for reducing suicide rates. Traditional …
Detecting and analyzing suicidal ideation on social media using deep learning and machine learning models
THH Aldhyani, SN Alsubari, AS Alshebami… - International journal of …, 2022 - mdpi.com
Individuals who suffer from suicidal ideation frequently express their views and ideas on
social media. Thus, several studies found that people who are contemplating suicide can be …
social media. Thus, several studies found that people who are contemplating suicide can be …
Automatic extraction of informal topics from online suicidal ideation
RN Grant, D Kucher, AM León, JF Gemmell… - BMC …, 2018 - Springer
Background Suicide is an alarming public health problem accounting for a considerable
number of deaths each year worldwide. Many more individuals contemplate suicide …
number of deaths each year worldwide. Many more individuals contemplate suicide …
Exploring temporal suicidal behavior patterns on social media: Insight from Twitter analytics
A valid mechanism for suicide detection and intervention to a wider population online has
not yet been fully established. With the increasing suicide rate, we proposed an approach …
not yet been fully established. With the increasing suicide rate, we proposed an approach …
Supervised learning for suicidal ideation detection in online user content
Early detection and treatment are regarded as the most effective ways to prevent suicidal
ideation and potential suicide attempts—two critical risk factors resulting in successful …
ideation and potential suicide attempts—two critical risk factors resulting in successful …
[HTML][HTML] Suicide ideation detection from online social media: A multi-modal feature based technique
According to an estimate of World Health Organization, each year approximately 700,000
people die by suicide, with many more contemplating suicide. Early detection of suicidal …
people die by suicide, with many more contemplating suicide. Early detection of suicidal …
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