AIMC Topic: Suicide Prevention

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Exploring new scientific innovations in combating suicide: a stress detection wristband.

The Pan African medical journal Nov 28, 2024
There is a silent pandemic of suicides around the world, with an exponential increase in suicidality and chronic suicidal ideations. The exact global estimates cannot be accurately ascertained, but analysis will put it at more than a million annually...
Suicide Wearable Electronic Devices Nigeria Suicide Prevention Stress, Psychological Suicidal Ideation Humans Artificial Intelligence
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Speech based suicide risk recognition for crisis intervention hotlines using explainable multi-task learning.

Journal of affective disorders Nov 9, 2024
BACKGROUND: Crisis Intervention Hotline can effectively reduce suicide risk, but suffer from low connectivity rates and untimely crisis response. By integrating speech signals and deep learning to assist in crisis assessment, it is expected to enhanc...
Male Risk Assessment Deep Learning Female Adult Sex Factors Crisis Intervention Hotlines Speech Suicide Prevention Suicide Humans
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[Can artificial intelligence help prevent suicide in healthcare workers?].

Archivos de prevencion de riesgos laborales Oct 15, 2024
Humans Artificial Intelligence Health Personnel Suicide Prevention
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The Most Effective Interventions for Classification Model Development to Predict Chat Outcomes Based on the Conversation Content in Online Suicide Prevention Chats: Machine Learning Approach.

JMIR mental health Sep 26, 2024
BACKGROUND: For the provision of optimal care in a suicide prevention helpline, it is important to know what contributes to positive or negative effects on help seekers. Helplines can often be contacted through text-based chat services, which produce...
Machine Learning Female Adult Humans Hotlines Suicide Prevention Male Netherlands Middle Aged Text Messaging
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Machine Learning-Based Evaluation of Suicide Risk Assessment in Crisis Counseling Calls.

Psychiatric services (Washington, D.C.) Jul 19, 2024
OBJECTIVE: Counselor assessment of suicide risk is one key component of crisis counseling, and standards require risk assessment in every crisis counseling conversation. Efforts to increase risk assessment frequency are limited by quality improvement...
Risk Assessment Suicide Prevention Suicide Humans Machine Learning Counseling Crisis Intervention
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Insights Derived From Text-Based Digital Media, in Relation to Mental Health and Suicide Prevention, Using Data Analysis and Machine Learning: Systematic Review.

JMIR mental health Jun 27, 2024
BACKGROUND: Text-based digital media platforms have revolutionized communication and information sharing, providing valuable access to knowledge and understanding in the fields of mental health and suicide prevention.
Humans Machine Learning Data Analysis Mental Health Suicide Prevention Social Media
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A machine learning approach to detect potentially harmful and protective suicide-related content in broadcast media.

PloS one May 14, 2024
Suicide-related media content has preventive or harmful effects depending on the specific content. Proactive media screening for suicide prevention is hampered by the scarcity of machine learning approaches to detect specific characteristics in news ...
Mass Media Humans Washington Machine Learning Oregon Deep Learning Suicide Prevention Suicide
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Machine learning approach for the development of a crucial tool in suicide prevention: The Suicide Crisis Inventory-2 (SCI-2) Short Form.

PloS one May 10, 2024
The Suicide Crisis Syndrome (SCS) describes a suicidal mental state marked by entrapment, affective disturbance, loss of cognitive control, hyperarousal, and social withdrawal that has predictive capacity for near-term suicidal behavior. The Suicide ...
Suicidal Ideation Suicide Logistic Models Surveys and Questionnaires Aged Adolescent Young Adult Suicide Prevention Adult Male Humans Middle Aged Machine Learning Female
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Predicting suicide risk in real-time crisis hotline chats integrating machine learning with psychological factors: Exploring the black box.

Suicide & life-threatening behavior Feb 12, 2024
BACKGROUND: This study addresses the suicide risk predicting challenge by exploring the predictive ability of machine learning (ML) models integrated with theory-driven psychological risk factors in real-time crisis hotline chats. More importantly, w...
Machine Learning Female Risk Factors Adult Male Middle Aged Humans Suicide Risk Assessment Natural Language Processing Suicide Prevention Hotlines
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Exploring the Potential of Artificial Intelligence in Adolescent Suicide Prevention: Current Applications, Challenges, and Future Directions.

Psychiatry Jan 16, 2024
ObjectiveThe global surge in adolescent suicide necessitates the development of innovative and efficacious preventive measures. Traditionally, various approaches have been used, but with limited success. However, with the rapid advancements in artifi...
Humans Artificial Intelligence Risk Assessment Suicidal Ideation Suicide Adolescent Suicide Prevention
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