A critical review of text mining applications for suicide research

JM Boggs, JM Kafka - Current epidemiology reports, 2022 - Springer
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 …

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 …

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 …

Identification of imminent suicide risk among young adults using text messages

AL Nobles, JJ Glenn, K Kowsari… - Proceedings of the …, 2018 - dl.acm.org
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 …

Toward automatic risk assessment to support suicide prevention

M Adamou, G Antoniou, E Greasidou, V Lagani… - Crisis, 2018 - econtent.hogrefe.com
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 …

Social media and suicide: a validation of terms to help identify suicide-related social media posts

S Parrott, BC Britt, JL Hayes… - Journal of evidence-based …, 2020 - Taylor & Francis
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 …

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 …

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 …

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) …

Leveraging reddit for suicidal ideation detection: A review of machine learning and natural language processing techniques

E Yeskuatov, SL Chua, LK Foo - International journal of environmental …, 2022 - mdpi.com
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 …