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Towards Suicide Prevention: Early Detection of Depression on Social Media
[chapter]
2017
Lecture Notes in Computer Science
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Besides, previous studies concluded that people with mental illnesses tend to reveal their mental condition on social media, as a way of relief. ...
Our experiments underline the importance of an exhaustive sentiment analysis and a combination of learning algorithms to detect early symptoms of depression. ...
Conclusions This paper has investigated how to better detect early risk of depression in social media, by optimizing time-aware classification measures: ERDE5 and ERDE50. ...
doi:10.1007/978-3-319-70284-1_34
fatcat:jamidwvbgfgltjklgbvtpyjjbm
Towards Evidence-Based Suicide Prevention Programs
2011
Crisis
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I am thankful to Frances Law and our colleagues in the Centre for Suicide Prevention at the University of Hong Kong for sharing a similar vision and passion toward suicide prevention. ...
The full version of the monograph entitled Towards Evidence-Based Suicide Prevention Programmes was published by the World Health Organization of the West Pacific Region in 2010. ...
the media; -Increasing and improving the detection and treatment of depression and other mental illnesses; -Emphasizing reducing the stigma associated with helpseeking behaviors; -Designing strategies ...
doi:10.1027/0227-5910/a000100
pmid:21616759
fatcat:7phwwxv5b5gc5arf7czctmjpbi
Towards a Greater Understanding of Suicidal Behaviour and Its Prevention
2018
International Journal of Environmental Research and Public Health
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Suicidal behaviour continues to be an important topic of research and significant public health concern globally [1–3].[...] ...
Tools such as social media provide new opportunities for raising awareness, detection, and prevention strategies. ...
The World Health Organization recommends a public health approach to prevent suicidal behaviour that focuses on identifying the patterns of suicide and suicidal behaviour of a group or population. ...
doi:10.3390/ijerph15081629
pmid:30071699
fatcat:o655mt2q6vglregs5hfsg72kuy
Toward Macro-Insights for Suicide Prevention: Analyzing Fine-Grained Distress at Scale
2014
Proceedings of the Workshop on Computational Linguistics and Clinical Psychology: From Linguistic Signal to Clinical Reality
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This paper takes an initial step toward the automatic detection of suicidal risk factors through social media activity, with no reliance on self-reporting. ...
We consider the performance of annotators with various degrees of expertise in suicide prevention at annotating microblog data for the purpose of training text-based models for detecting suicide risk behaviors ...
Acknowledgments This work was supported by a grant of the Kodak Endowed Chair Fund from the Golisano College of Computing and Information Sciences at RIT and NSF award SES-1111016. ...
doi:10.3115/v1/w14-3213
dblp:conf/acl-clpsych/HomanJLLSA14
fatcat:mconjycjgzcszhft423y2qenfq
The Role of Societal Change toward Adolescent Suicide in Japan: Phenomenological Analysis on 12 Suicidal Teens Film by Yukihiko Tsutsumi
2021
Izumi
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The result shows that the social changes in Japan put pressure not only on adults but also on the lives of the youth. ...
While Japan's suicide rate among adults is declining, the rate in minors increased, and suicide is the highest cause of death for those under 20. ...
On the positive side, the public health field can use social media to prevent suicide among youngsters. ...
doi:10.14710/izumi.10.1.171-183
fatcat:ghzhs6nbkfgqhhkt4duvrk5avm
Grief and Attitudes Toward Suicide in Peers Affected by a Cluster of Suicides as Adolescents
2014
Suicide and Life-Threatening Behaviour
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This thesis aimed to study how exposure to peer suicide may relate to current adjustment and attitudes towards suicide. ...
Eight-five young adult graduates of the same public high school in the northeast who were exposed to multiple peer suicides as adolescents filled ...
The author mentioned media as having a great impact on children and adolescents' attitudes toward death in general. ...
doi:10.1111/sltb.12100
pmid:24806293
fatcat:4ibtq27skzf33mnxrgmep6pqy4
Toward Suicidal Ideation Detection with Lexical Network Features and Machine Learning
2022
Northeast Journal of Complex Systems
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The selected methods detect suicidal ideation with an average area under the curve (AUC) score of 95% on the merged collection with high suicidal ideation, and the trained models generalize over the third ...
In this study, we introduce a new network feature for detecting suicidal ideation from clinical texts and conduct various additional experiments to enrich the state of knowledge. ...
Due to the reported success of these methods, some social media domains already started to use such models in real-time detection and prevention of suicide [12] . ...
doi:10.22191/nejcs/vol4/iss1/2
fatcat:f4b2ube2xjhqdgmecgzo3djdze
Suicidal ideation, suicidal behaviors, and attitudes towards suicide of adolescents enrolled in the Alternative Learning System in Manila, Philippines—a mixed methods study
2019
Tropical Medicine and Health
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It also suggests that the school psychosocial environment, through social norms and learner-teacher interactions, can potentially prevent progression of suicidal ideation to behavior, influence help-seeking ...
A cross-sectional survey to determine attitudes towards suicide and prevalence of suicidal ideation and behaviors was administered to 171 learners aged 13 to 17 years old. ...
Acknowledgements The authors would like to thank the Department of Education, Division of City Schools-Manila and Quezon City, the participating schools, teachers, and learners for their cooperation. ...
doi:10.1186/s41182-019-0149-6
pmid:30976193
pmcid:PMC6439964
fatcat:zrb7ufj2ibhbvgintrdumbu3ki
Life trajectories towards suicide: developmental role and specificities of adolescence
[article]
2020
bioRxiv
pre-print
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life trajectories of adolescents who died by suicide differ from those of adult counterparts. ...
Results: The most accurate model derived 2 trajectory patterns with a breakpoint in early adolescence. ...
Trajectories of Depressive Symptoms and Externalizing Adolescence: Associations with Histories of Suicide Attempt and Ideation in Early Adulthood. Suicide and Life-Threatening Behavior. ...
doi:10.1101/2020.01.18.911230
fatcat:qolpmstdwzanvd36sxmczgywju
Community-based suicide prevention program in Japan using a health promotion approach
2004
Environmental Health and Preventive Medicine
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of depression, and to create a supportive environment for mental health promotion. ...
Typical policies of suicide prevention programs were categorized according to primary, secondary and tertiary prevention. ...
This program focuses on raising awareness of mental health in the community residents as well as on the early detection and treatment of depressive disorders in the community (7) . ...
doi:10.1265/ehpm.9.3
pmid:21432331
pmcid:PMC2723381
fatcat:cla4qnxsmzc2jiddy2midsehxa
World suicide prevention day
2016
Vojnosanitetski Pregled
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Therapy In accordance with the guidelines of the WHO general practitioners have a significant role in the prevention of suicide and in early detection of the first signs of presuicidal syndrome. ...
The media also have an important role to play in suicide prevention 1 . ...
doi:10.2298/vsp160701216d
pmid:29320142
fatcat:r2e42zi3krgybgvbyx2yrnbnna
Early Detection and Prevention of Suicidal Behavior in Adolescents
2020
Indian Journal of Forensic Medicine & Toxicology
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An major role in prevention of adolescent suicides is played by the family and healthy family relationships, as they ensure harmonious development of a personality. ...
help for parents and children, predict suicidal behavior at early stages. ...
Source of Funding: Self
Conflict of Interest: Nil ...
doi:10.37506/ijfmt.v14i4.12793
fatcat:wwg2shnia5dxjfek4f5euah7vy
Prevention of Mental Disorders
2008
Cognitive and Behavioral Practice
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Acknowledgements The editors compiled this Summary Report drawing directly on the material contributed as chapters and sections for Prevention of Mental Disorders: Effective Interventions and Policy Options ...
with the production of this report. ...
Depression and suicide prevention Although depression is common among the elderly, almost no controlled studies exist on depression prevention and suicide prevention for this group. ...
doi:10.1016/j.cbpra.2007.11.001
fatcat:own6ovkhavez5cpkkiyi6o3hk4
Suicide Prevention: does it work?
2016
Archives of Medical and Biomedical Research
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This paper reviews the global trends on suicide and the prevention of suicide according to program evaluation, risk and protective factors, type of intervention, level of intervention and the interface ...
., improvement of media portrayal of suicide, school-based programs, availability of hotlines and crisis centers, and training of primary health care personnel. ...
According to Malone et al., the factors that protect against suicide include feelings of responsibility toward family, fear of social disapproval, moral or religious objection to suicide, greater survival ...
doi:10.4314/ambr.v3i1.2
fatcat:hklg54scfzf6zbgyrbjym775nm
Means restriction for suicide prevention
2012
The Lancet
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Limitation of access to lethal methods used for suicide-so-called means restriction-is an important population strategy for suicide prevention. ...
We examine how the spread of information about suicide methods through formal and informal media potentially affects the choices that people make when attempting to kill themselves. ...
We thank the research team of the Centre for Suicide Research and Prevention (University of Hong Kong, Hong Kong SAR, China) for their diligent efforts to implement suicide prevention programmes in Hong ...
doi:10.1016/s0140-6736(12)60521-2
pmid:22726520
pmcid:PMC6191653
fatcat:fryrqdr3wregboyr5ieir27z64
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