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      Detecting Suicide Ideation in the Era of Social Media: The Population Neuroscience Perspective

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          Abstract

          Social media platforms are increasingly used across many population groups not only to communicate and consume information, but also to express symptoms of psychological distress and suicidal thoughts. The detection of suicidal ideation (SI) can contribute to suicide prevention. Twitter data suggesting SI have been associated with negative emotions (e.g., shame, sadness) and a number of geographical and ecological variables (e.g., geographic location, environmental stress). Other important research contributions on SI come from studies in neuroscience. To date, very few research studies have been conducted that combine different disciplines (epidemiology, health geography, neurosciences, psychology, and social media big data science), to build innovative research directions on this topic. This article aims to offer a new interdisciplinary perspective, that is, a Population Neuroscience perspective on SI in order to highlight new ways in which multiple scientific fields interact to successfully investigate emotions and stress in social media to detect SI in the population. We argue that a Population Neuroscience perspective may help to better understand the mechanisms underpinning SI and to promote more effective strategies to prevent suicide timely and at scale.

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          Most cited references75

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          Suicide, Suicide Attempts, and Suicidal Ideation

          Suicidal behavior is a leading cause of death and disability worldwide. Fortunately, recent developments in suicide theory and research promise to meaningfully advance knowledge and prevention. One key development is the ideation-to-action framework, which stipulates that (a) the development of suicidal ideation and (b) the progression from ideation to suicide attempts are distinct phenomena with distinct explanations and predictors. A second key development is a growing body of research distinguishing factors that predict ideation from those that predict suicide attempts. For example, it is becoming clear that depression, hopelessness, most mental disorders, and even impulsivity predict ideation, but these factors struggle to distinguish those who have attempted suicide from those who have only considered suicide. Means restriction is also emerging as a highly effective way to block progression from ideation to attempt. A third key development is the proliferation of theories of suicide that are positioned within the ideation-to-action framework. These include the interpersonal theory, the integrated motivational-volitional model, and the three-step theory. These perspectives can and should inform the next generation of suicide research and prevention.
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            Self-harm and suicide in adolescents.

            Self-harm and suicide are major public health problems in adolescents, with rates of self-harm being high in the teenage years and suicide being the second most common cause of death in young people worldwide. Important contributors to self-harm and suicide include genetic vulnerability and psychiatric, psychological, familial, social, and cultural factors. The effects of media and contagion are also important, with the internet having an important contemporary role. Prevention of self-harm and suicide needs both universal measures aimed at young people in general and targeted initiatives focused on high-risk groups. There is little evidence of effectiveness of either psychosocial or pharmacological treatment, with particular controversy surrounding the usefulness of antidepressants. Restriction of access to means for suicide is important. Major challenges include the development of greater understanding of the factors that contribute to self-harm and suicide in young people, especially mechanisms underlying contagion and the effect of new media. The identification of successful prevention initiatives aimed at young people and those at especially high risk, and the establishment of effective treatments for those who self-harm, are paramount needs. Copyright © 2012 Elsevier Ltd. All rights reserved.
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              The Multifaceted Role of the Ventromedial Prefrontal Cortex in Emotion, Decision Making, Social Cognition, and Psychopathology

              The ventromedial prefrontal cortex (vmPFC) has been implicated in a variety of social, cognitive, and affective functions that are commonly disrupted in mental illness. In this review, we summarize data from a diverse array of human and animal studies demonstrating that vmPFC is a key node of cortical and subcortical networks that subserve at least three broad domains of psychological function linked to psychopathology. One track of research indicates that vmPFC is critical for the representation of reward and value-based decision-making, through interactions with ventral striatum and amygdala. A second track of research demonstrates that vmPFC is critical for the generation and regulation of negative emotion, through its interactions with amygdala, bed nucleus of stria terminalis, periaqueductal gray, hippocampus, and dorsal anterior cingulate cortex. A third track of research shows the importance of vmPFC in multiple aspects of social cognition, such as facial emotion recognition, theory of mind ability, and processing self-relevant information, through its interactions with posterior cingulate cortex, precuneus, dorsomedial prefrontal cortex, and amygdala. We then present meta-analytic data revealing distinct subregions within vmPFC that correspond to each of these three functions, as well as the associations between these subregions and specific psychiatric disorders (depression, posttraumatic stress disorder, addiction, social anxiety disorder, bipolar disorder, schizophrenia, and attention-deficit/ hyperactivity disorder). We conclude by describing several translational possibilities for clinical studies of vmPFC-based circuits, including neuropsychological assessment of transdiagnostic functions, anatomical targets for intervention, predictors of treatment response, markers of treatment efficacy, and subtyping within disorders.
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                Author and article information

                Contributors
                Journal
                Front Psychiatry
                Front Psychiatry
                Front. Psychiatry
                Frontiers in Psychiatry
                Frontiers Media S.A.
                1664-0640
                14 April 2022
                2022
                : 13
                : 652167
                Affiliations
                [1] 1Faculty of Biomedical Sciences, Università della Svizzera italiana , Lugano, Switzerland
                [2] 2Faculty of Communication, Culture and Society, Università della Svizzera italiana , Lugano, Switzerland
                [3] 3Department of Epidemiology, Epidemiology, Biostatistics and Prevention Institute, University of Zurich , Zürich, Switzerland
                [4] 4Department of Geography, University of Zurich , Zürich, Switzerland
                [5] 5Centre for Information Management (CIM), School of Business and Economics, Loughborough University , Loughborough, United Kingdom
                Author notes

                Edited by: Matthias Jaeger, Psychiatrie Baselland, Switzerland

                Reviewed by: Soo In Kim, Ewha Womans University, South Korea; Joanne Harris, University of South Australia Online, Australia; Johanna Baumgardt, Vivantes Hospital, Germany

                *Correspondence: Rosalba Morese rosalba.morese@ 123456usi.ch

                This article was submitted to Public Mental Health, a section of the journal Frontiers in Psychiatry

                †These authors have contributed equally to this work and share first authorship

                Article
                10.3389/fpsyt.2022.652167
                9046648
                35492693
                8b481808-1abd-48aa-aed8-d9e3720ede31
                Copyright © 2022 Morese, Gruebner, Sykora, Elayan, Fadda and Albanese.

                This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

                History
                : 11 January 2021
                : 21 March 2022
                Page count
                Figures: 2, Tables: 0, Equations: 0, References: 81, Pages: 8, Words: 6870
                Categories
                Psychiatry
                Perspective

                Clinical Psychology & Psychiatry
                suicide ideation,social media,epidemiology,neuroscience,mental health,population neuroscience,geography

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