A critical review of text mining applications for suicide research
Abstract Purpose of Review Applying text mining to suicide research holds a great deal of
promise. In this manuscript, literature from 2019 to 2021 is critically reviewed for text mining …
promise. In this manuscript, literature from 2019 to 2021 is critically reviewed for text mining …
Applying text mining methods to suicide research
Q Cheng, CSM Lui - Suicide and Life‐Threatening Behavior, 2021 - Wiley Online Library
Objective To introduce the research methods of computerized text mining and its possible
applications in suicide research and to demonstrate the procedures of applying a specific …
applications in suicide research and to demonstrate the procedures of applying a specific …
The use of text‐based responses to improve our understanding and prediction of suicide risk
R Jacobucci, BA Ammerman… - Suicide and Life …, 2021 - Wiley Online Library
Objective Text‐based responses may provide significant contributions to suicide risk
prediction, yet research including text data is limited. This may be due to a lack of exposure …
prediction, yet research including text data is limited. This may be due to a lack of exposure …
Identification of imminent suicide risk among young adults using text messages
Suicide is the second leading cause of death among young adults but the challenges of
preventing suicide are significant because the signs often seem invisible. Research has …
preventing suicide are significant because the signs often seem invisible. Research has …
Toward automatic risk assessment to support suicide prevention
Background: Suicide has been considered an important public health issue for years and is
one of the main causes of death worldwide. Despite prevention strategies being applied, the …
one of the main causes of death worldwide. Despite prevention strategies being applied, the …
Social media and suicide: a validation of terms to help identify suicide-related social media posts
Background Communication plays an important role in the prevention of suicide, a leading
cause of death in the United States. Prior research suggests people who die by suicide often …
cause of death in the United States. Prior research suggests people who die by suicide often …
Identifying suicide ideation and suicidal attempts in a psychiatric clinical research database using natural language processing
AC Fernandes, R Dutta, S Velupillai, J Sanyal… - Scientific reports, 2018 - nature.com
Research into suicide prevention has been hampered by methodological limitations such as
low sample size and recall bias. Recently, Natural Language Processing (NLP) strategies …
low sample size and recall bias. Recently, Natural Language Processing (NLP) strategies …
Development of Internet suicide message identification and the Monitoring-Tracking-Rescuing model in Taiwan
EL Wu, CY Wu, MB Lee, KC Chu, MS Huang - Journal of affective disorders, 2023 - Elsevier
Background Suicide messages can be transmitted infinitely online; the Internet is influential
in suicide prevention. Identifying suicide risks online via artificial technological advances …
in suicide prevention. Identifying suicide risks online via artificial technological advances …
Association of 7 million+ tweets featuring suicide-related content with daily calls to the Suicide Prevention Lifeline and with suicides, United States, 2016–2018
T Niederkrotenthaler, US Tran… - Australian & New …, 2023 - journals.sagepub.com
Objective: The aim of this study was to assess associations of various content areas of
Twitter posts with help-seeking from the US National Suicide Prevention Lifeline (Lifeline) …
Twitter posts with help-seeking from the US National Suicide Prevention Lifeline (Lifeline) …
Leveraging reddit for suicidal ideation detection: A review of machine learning and natural language processing techniques
Suicide is a major public-health problem that exists in virtually every part of the world.
Hundreds of thousands of people commit suicide every year. The early detection of suicidal …
Hundreds of thousands of people commit suicide every year. The early detection of suicidal …