1
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I just want to matter: Examining the role of anti-mattering in online suicide support communities using natural language processing. COMPUTERS IN HUMAN BEHAVIOR 2022. [DOI: 10.1016/j.chb.2022.107499] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
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2
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Hildebrand A, Weiss M, Braun-Scharm H, Stemmler M. Wirken Online-Peer-Suizidpräventionsprogramme? ZEITSCHRIFT FUR KLINISCHE PSYCHOLOGIE UND PSYCHOTHERAPIE 2022. [DOI: 10.1026/1616-3443/a000663] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Zusammenfassung. Theoretischer Hintergrund. Suizid ist weltweit die zweithäufigste Todesursache bei jungen Menschen. Es scheint sinnvoll, speziell auf diese Zielgruppe zugeschnittene Angebote anzubieten. Fragestellung. Ziel dieser Untersuchung ist, den von den Nutzenden wahrgenommenen Beratungserfolg eines Online-Peer-Suizidpräventionsprogramms zu ermitteln und zu prüfen, welche Merkmale mit dem Beratungserfolg zusammenhängen. Methode. Daten eines Online-Fragebogens wurden ausgewertet ( N = 318). Ergebnisse. Bei zwei Drittel der Befragten verminderte sich die Suizidalität. Wichtige Variablen zur Vorhersage der Veränderung der Suizidalität waren der Eindruck der Ratsuchenden, dass die Peers die persönlichen Anliegen verstehen und die Anregung zu einer Verhaltensänderung. Das Peerverhalten trug signifikant zur Vorhersage der subjektiven Nützlichkeit und der allgemeinen Situation bei. Schlussfolgerungen. Die Studie liefert positive Ergebnisse hinsichtlich der Evaluierung der Online-Suizidpräventions-Beratung. Da das Verstanden fühlen und das Peerverhalten im Zusammenhang mit dem Beratungserfolg steht, könnte der Peer-Ansatz und die damit einhergehende positive Beziehungserfahrung wichtig sein.
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Affiliation(s)
- Anja Hildebrand
- Lehrstuhl für Psychologische Diagnostik, Methodenlehre und Rechtspsychologie, Friedrich-Alexander-Universität Erlangen-Nürnberg, Deutschland
| | - Maren Weiss
- Lehrstuhl für Psychologische Diagnostik, Methodenlehre und Rechtspsychologie, Friedrich-Alexander-Universität Erlangen-Nürnberg, Deutschland
| | | | - Mark Stemmler
- Lehrstuhl für Psychologische Diagnostik, Methodenlehre und Rechtspsychologie, Friedrich-Alexander-Universität Erlangen-Nürnberg, Deutschland
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3
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Machine learning for suicidal ideation identification: A systematic literature review. COMPUTERS IN HUMAN BEHAVIOR 2022. [DOI: 10.1016/j.chb.2021.107095] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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4
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Perry A, Lamont-Mills A, du Preez J, du Plessis C. "I Want to Be Stepping in More" - Professional Online Forum Moderators' Experiences of Supporting Individuals in a Suicide Crisis. Front Psychiatry 2022; 13:863509. [PMID: 35774095 PMCID: PMC9238438 DOI: 10.3389/fpsyt.2022.863509] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/27/2022] [Accepted: 05/20/2022] [Indexed: 11/16/2022] Open
Abstract
INTRODUCTION Individuals experiencing suicidal crises increasingly turn to online mental health forums for support. Support can come from peers but also from online moderators, many of whom are trained health professionals. Much is known about users' forum experiences; however, the experiences of professional moderators who work to keep users safe has been overlooked. The beneficial nature of online forums cannot be fully realized until there is a clearer understanding of both parties' participation. This study explored the experiences of professional online forum moderators engaged in suicide prevention. MATERIALS AND METHODS A purposive sample of professionally qualified moderators was recruited from three online mental health organizations. In-depth semi-structured, video-recorded interviews were conducted with 15 moderators (3 male, 12 female), to explore their experiences and perceptions of working in online suicide prevention spaces. Data was analyzed using inductive thematic analysis. RESULTS Five themes were identified related to the experiences and challenges for moderators. These were the sense of the unknown, the scope of the role, limitations of the written word, volume of tasks, and balancing individual vs. community needs. DISCUSSION Findings indicate that the professionally qualified moderator role is complex and multifaceted, with organizations failing to recognize these aspects. Organizations restrict moderators from using their full therapeutic skill set, limiting them to only identifying and re-directing at-risk users to crisis services. The benefits of moderated online forums could be enhanced by allowing moderators to use more of their skills. To facilitate this, in-situ research is needed that examines how moderators use their skills to identify at-risk users.
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Affiliation(s)
- Amanda Perry
- School of Psychology and Wellbeing, University of Southern Queensland, Toowoomba, QLD, Australia.,Laidlaw College, Social of Social Practice, Auckland, New Zealand
| | - Andrea Lamont-Mills
- School of Psychology and Wellbeing, University of Southern Queensland, Ipswich, QLD, Australia.,Centre for Health, Institute of Resilient Regions, University of Southern Queensland, Springfield, QLD, Australia
| | - Jan du Preez
- School of Psychology and Wellbeing, University of Southern Queensland, Toowoomba, QLD, Australia
| | - Carol du Plessis
- School of Psychology and Wellbeing, University of Southern Queensland, Ipswich, QLD, Australia
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5
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Chen W, Boggero A, Del Puente G, Olcese M, Prestia D, Jahrami H, Chalghaf N, Guelmami N, Azaiez F, Bragazzi NL. Googling for Suicide-Content and Quality Analysis of Suicide-Related Websites: Thematic Analysis. JMIR Form Res 2021; 5:e29146. [PMID: 34689118 PMCID: PMC8663606 DOI: 10.2196/29146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2021] [Revised: 08/11/2021] [Accepted: 10/01/2021] [Indexed: 11/25/2022] Open
Abstract
Background Suicide represents a public health concern, imposing a dramatic burden. Prosuicide websites are “virtual pathways” facilitating a rise in suicidal behaviors, especially among socially isolated, susceptible individuals. Objective The aim of this study is to characterize suicide-related webpages in the Italian language. Methods The first 5 most commonly used search engines in Italy (ie, Bing, Virgilio, Yahoo, Google, and Libero) were mined using the term “suicidio” (Italian for suicide). For each search, the first 100 webpages were considered. Websites resulting from each search were collected and duplicates deleted so that unique webpages could be analyzed and rated with the HONcode instrument Results A total of 65 webpages were included: 12.5% (8/64) were antisuicide and 6.3% (4/64) explicitly prosuicide. The majority of the included websites had a mixed or neutral attitude toward suicide (52/64, 81.2%) and had informative content and purpose (39/64, 60.9%). Most webpages targeted adolescents as an age group (38/64, 59.4%), contained a reference to other psychiatric disorders or comorbidities (42/64, 65.6%), included medical/professional supervision or guidance (45/64, 70.3%), lacked figures or pictures related to suicide (41/64, 64.1%), and did not contain any access restraint (62/64, 96.9%). The major shortcoming to this study is the small sample size of webpages analyzed and the search limited to the keyword “suicide.” Conclusions Specialized mental health professionals should try to improve their presence online by providing high-quality material.
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Affiliation(s)
- Wen Chen
- Department of Psychiatry, Xiamen Xianyue Hospital, Xiamen, China
| | - Andrea Boggero
- Department of Educational Science, University of Genoa, Genoa, Italy
| | - Giovanni Del Puente
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics and Maternal/Child Sciences, University of Genoa, Genoa, Italy
| | - Martina Olcese
- Department of Educational Science, University of Genoa, Genoa, Italy
| | - Davide Prestia
- Department of Psychiatry, Istituto di ricovero e cura a carattere scientifico Ospedale Policlinico San Martino, Genoa, Italy
| | - Haitham Jahrami
- College of Medicine and Medical Sciences, Arabian Gulf University, Manama, Bahrain.,Ministry of Health, Manama, Bahrain
| | - Nasr Chalghaf
- Higher Institute of Sport and Physical Education of Sfax, University of Sfax, Sfax, Tunisia
| | - Noomen Guelmami
- Higher Institute of Sport and Physical Education of Kef, University of Jendouba, Jendouba, Tunisia
| | - Fairouz Azaiez
- Higher Institute of Sport and Physical Education of Sfax, University of Sfax, Sfax, Tunisia
| | - Nicola Luigi Bragazzi
- Laboratory for Industrial and Applied Mathematics, Department of Mathematics and Statistics, York University, Toronto, ON, Canada
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6
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Scourfield J, Colombo G, Burnap P, Evans R, Jacob N, Williams M, Caul S. The Number and Characteristics of Newspaper and Twitter Reports on Suicides and Road Traffic Deaths in Young People. Arch Suicide Res 2019; 23:507-522. [PMID: 29856679 DOI: 10.1080/13811118.2018.1479321] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
Abstract
In the light of concern about the harmful effects of media reporting of suicides and a lack of comparative research, this study compares the number and characteristics of reports on suicides and road traffic accidents (RTAs) in young people (aged 11-18) in newspapers and Twitter during a 6-month period. Tweets about young people's suicides were more numerous than newspaper reports. Twitter and newspaper reports were more strongly correlated for suicides than for RTAs. Recent suicides were less likely to be reported in newspapers than recent deaths by RTA. Bullying-related suicides were especially newsworthy. Suicide prevention organizations should consider routinely monitoring social media reporting.
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Affiliation(s)
- Jonathan Scourfield
- a Cardiff University School of Social Sciences, Cardiff University , Cardiff , UK
| | - Gualtiero Colombo
- b Cardiff University School of Computer Science and Informatics, Cardiff University , Cardiff , UK
| | - Pete Burnap
- b Cardiff University School of Computer Science and Informatics, Cardiff University , Cardiff , UK
| | - Rhiannon Evans
- a Cardiff University School of Social Sciences, Cardiff University , Cardiff , UK
| | - Nina Jacob
- c Cardiff University Centre for Trials Research , Cardiff , UK
| | - Matthew Williams
- a Cardiff University School of Social Sciences, Cardiff University , Cardiff , UK
| | - Sarah Caul
- d Office for National Statistics , Newport , UK
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7
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Liu X, Liu X, Sun J, Yu NX, Sun B, Li Q, Zhu T. Proactive Suicide Prevention Online (PSPO): Machine Identification and Crisis Management for Chinese Social Media Users With Suicidal Thoughts and Behaviors. J Med Internet Res 2019; 21:e11705. [PMID: 31344675 PMCID: PMC6682269 DOI: 10.2196/11705] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2018] [Revised: 12/02/2018] [Accepted: 03/30/2019] [Indexed: 12/29/2022] Open
Abstract
Background Suicide is a great public health challenge. Two hundred million people attempt suicide in China annually. Existing suicide prevention programs require the help-seeking initiative of suicidal individuals, but many of them have a low motivation to seek the required help. We propose that a proactive and targeted suicide prevention strategy can prompt more people with suicidal thoughts and behaviors to seek help. Objective The goal of the research was to test the feasibility and acceptability of Proactive Suicide Prevention Online (PSPO), a new approach based on social media that combines proactive identification of suicide-prone individuals with specialized crisis management. Methods We first located a microblog group online. Their comments on a suicide note were analyzed by experts to provide a training set for the machine learning models for suicide identification. The best-performing model was used to automatically identify posts that suggested suicidal thoughts and behaviors. Next, a microblog direct message containing crisis management information, including measures that covered suicide-related issues, depression, help-seeking behavior and an acceptability test, was sent to users who had been identified by the model to be at risk of suicide. For those who replied to the message, trained counselors provided tailored crisis management. The Simplified Chinese Linguistic Inquiry and Word Count was also used to analyze the users’ psycholinguistic texts in 1-month time slots prior to and postconsultation. Results A total of 27,007 comments made in April 2017 were analyzed. Among these, 2786 (10.32%) were classified as indicative of suicidal thoughts and behaviors. The performance of the detection model was good, with high precision (.86), recall (.78), F-measure (.86), and accuracy (.88). Between July 3, 2017, and July 3, 2018, we sent out a total of 24,727 direct messages to 12,486 social media users, and 5542 (44.39%) responded. Over one-third of the users who were contacted completed the questionnaires included in the direct message. Of the valid responses, 89.73% (1259/1403) reported suicidal ideation, but more than half (725/1403, 51.67%) reported that they had not sought help. The 9-Item Patient Health Questionnaire (PHQ-9) mean score was 17.40 (SD 5.98). More than two-thirds of the participants (968/1403, 69.00%) thought the PSPO approach was acceptable. Moreover, 2321 users replied to the direct message. In a comparison of the frequency of word usage in their microblog posts 1-month before and after the consultation, we found that the frequency of death-oriented words significantly declined while the frequency of future-oriented words significantly increased. Conclusions The PSPO model is suitable for identifying populations that are at risk of suicide. When followed up with proactive crisis management, it may be a useful supplement to existing prevention programs because it has the potential to increase the accessibility of antisuicide information to people with suicidal thoughts and behaviors but a low motivation to seek help.
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Affiliation(s)
- Xingyun Liu
- Institute of Psychology, Chinese Academy of Sciences, Beijing, China.,Department of Psychology, University of Chinese Academy of Sciences, Beijing, China.,Department of Social and Behavioural Sciences, City University of Hong Kong, Hong Kong, China (Hong Kong)
| | - Xiaoqian Liu
- Institute of Psychology, Chinese Academy of Sciences, Beijing, China
| | - Jiumo Sun
- Institute of Psychology, Chinese Academy of Sciences, Beijing, China.,Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Nancy Xiaonan Yu
- Department of Social and Behavioural Sciences, City University of Hong Kong, Hong Kong, China (Hong Kong)
| | - Bingli Sun
- Institute of Psychology, Chinese Academy of Sciences, Beijing, China
| | - Qing Li
- Department of Computing, The Hong Kong Polytechnic University, Hong Kong, China (Hong Kong)
| | - Tingshao Zhu
- Institute of Psychology, Chinese Academy of Sciences, Beijing, China
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8
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Whiteside U, Richards J, Huh D, Hidalgo R, Nordhauser R, Wong AJ, Zhang X, Luxton DD, Ellsworth M, Lezine D. Development and Evaluation of a Web-Based Resource for Suicidal Thoughts: NowMattersNow.org. J Med Internet Res 2019; 21:e13183. [PMID: 31045498 PMCID: PMC6521196 DOI: 10.2196/13183] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2018] [Revised: 03/14/2019] [Accepted: 04/12/2019] [Indexed: 11/24/2022] Open
Abstract
Background Nearly half of people who die by suicide see a health care provider in the month before their death. With the release of new care guidelines, detection of suicidal patients will likely increase. Providers need access to suicide-specific resources that can be used as part of immediate, brief interventions with a suicidal patient. Web-based suicide prevention resources have the potential to address this need. Objective This study aimed to describe the development of the NowMattersNow.org website as a resource for individuals with suicidal thoughts and to evaluate the utility of the site via user experience surveys. Methods NowMattersNow.org is an online video-based free public resource that provides evidence-based teachings, examples, and resources for managing suicidal thoughts and intense emotions focused largely around skills from dialectical behavior therapy. Developed with assistance from mental health consumers, it is intended to address gaps in access to services for suicidal patients in health care systems. Visitors stay an average of a minute and a half on the website. From March 2015 to December 2017, a user experience survey measured self-reported changes on a 1 (not at all) to 5 (completely overwhelming) scale regarding intensity of suicidal thoughts and negative emotions while on the website. Longitudinal regression analyses using generalized estimating equations evaluated the magnitude and statistical significance of user-reported changes in suicidal ideation and negative emotion. In secondary analyses, user-reported changes specific to subgroups, including men aged 36 to 64 years, mental health care providers, and other health care providers were evaluated. Results During the period of analysis, there were 138,386 unique website visitors. We analyzed surveys (N=3670) collected during that time. Subsamples included men aged 36 to 64 years (n=512), mental health providers (n=460), and other health care providers (n=308). A total of 28% (1028/3670) of survey completers rated their suicidal thoughts as a 5 or “completely overwhelming” when they entered the website. We observed significant reductions in self-reported intensity of suicidal thoughts (–0.21, P<.001) and negative emotions (–0.32, P<.001), including decreases for users with the most severe suicidal thoughts (–6.4%, P<.001), most severe negative emotions (–10.9%, P<.001), and for middle-aged men (–0.13, P<001). Results remained significant after controlling for length of visit to website (before the survey) and technology type (mobile, desktop, and tablet). Conclusions Survey respondents reported measurable reductions in intensity of suicidal thoughts and emotions, including those rating their suicidal thoughts as completely or almost completely overwhelming and among middle-aged men. Although results from this user-experience survey administered at one point in time to a convenience sample of users must be interpreted with caution, results provide preliminary support for the potential effectiveness of the NowMattersNow.org website as a tool for short-term management of suicidal thoughts and negative emotions.
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Affiliation(s)
- Ursula Whiteside
- NowMattersNow.org, Seattle, WA, United States.,School of Social Work, University of Washington, Seattle, WA, United States
| | - Julie Richards
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, United States.,Department of Health Services, University of Washington, Seattle, WA, United States
| | - David Huh
- School of Social Work, University of Washington, Seattle, WA, United States.,Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA, United States
| | - Rianna Hidalgo
- NowMattersNow.org, Seattle, WA, United States.,Berkeley School of Law, University of California, Berkeley, CA, United States
| | | | | | | | - David D Luxton
- NowMattersNow.org, Seattle, WA, United States.,School of Social Work, University of Washington, Seattle, WA, United States
| | | | - DeQuincy Lezine
- NowMattersNow.org, Seattle, WA, United States.,Prevention Communities, Fresno, CA, United States
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9
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Biddle L, Derges J, Goldsmith C, Donovan JL, Gunnell D. Using the internet for suicide-related purposes: Contrasting findings from young people in the community and self-harm patients admitted to hospital. PLoS One 2018; 13:e0197712. [PMID: 29795637 PMCID: PMC5993121 DOI: 10.1371/journal.pone.0197712] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2017] [Accepted: 05/07/2018] [Indexed: 11/22/2022] Open
Abstract
Despite accelerating interest in the impact of the internet on suicidal behaviour, empirical work has not captured detailed narratives from those who engaged in suicide-related internet use. This study explored the suicide-related online behaviour of two contrasting samples of distressed users, focusing on their purpose, methods and the main content viewed. In-depth interviews were conducted in the UK between 2014-2016 with i) young people in the community; and ii) self-harm patients presenting to hospital emergency departments. Data were analysed using methods of constant comparison. Suicide-related internet use varied according to the severity of suicidal feelings. In the young people sample, where severity was lower, use was characterised by disorganised browsing without clear purpose. A range of content was 'stumbled upon' including information about suicide methods. They also pursued opportunities to interact with others and explore online help. Self-harm patients were a higher severity group with a history of suicidal behaviour. Their use was purposeful and strategic, focused around 'researching' suicide methods to maximise effectiveness. They made specific choices about content viewed; many consulting factual content in preference to user generated accounts, while help content and communication was avoided. Findings indicate further action is necessary to improve online safety. Also, novel online help approaches are needed to engage individuals experiencing suicidal crisis. Awareness of the nature of suicide-related internet use and how this may reflect the status of an individual's suicidal thinking could be beneficial to clinicians to promote safety and indicate risk.
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Affiliation(s)
- Lucy Biddle
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | - Jane Derges
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | | | - Jenny L Donovan
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
- NIHR CLAHRC West (National Institute for Health Research Collaboration for Leadership in Applied Health Behaviour and Care West), University Hospitals Bristol NHS Trust, Bristol, United Kingdom
| | - David Gunnell
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
- National Institute for Health Research Bristol Biomedical Research Centre, University Hospitals Bristol NHS Foundation Trust and University of Bristol, Bristol, United Kingdom
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10
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Jacob N, Evans R, Scourfield J. The influence of online images on self-harm: A qualitative study of young people aged 16-24. J Adolesc 2017; 60:140-147. [PMID: 28881214 PMCID: PMC5614108 DOI: 10.1016/j.adolescence.2017.08.001] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2017] [Revised: 08/04/2017] [Accepted: 08/06/2017] [Indexed: 11/19/2022]
Abstract
To date, research on the role of the Internet in self-harm has focused on young people's interaction via the medium of text, with limited consideration of the effect of images. This qualitative study explores how young people understand and use online images of self-harm. Semi-structured interviews were conducted with a community sample of 21 individuals aged 16–24 living in Wales, UK, with a previous history of self-harm. Interviewees reported the role of the Internet in normalising young people's self-harm. Images rather than textual interactions are the primary reason cited for using the Internet for self-harm purposes. Images invoke a physical reaction and inspire behavioural enactment, with Tumblr, which permits the sharing of images by anonymous individuals, being the preferred platform. Viewing online images serves a vital role in many young people's self-harm, as part of ritualistic practice. Online prevention and intervention need to attend to the importance of images.
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Affiliation(s)
- Nina Jacob
- The Centre for Trials Research, Cardif University, Neuadd Meirionnydd, Heath Park, Cardiff CF14 4YS, UK.
| | - Rhiannon Evans
- DECIPHER, Cardiff School of Social Sciences, The Glamorgan Building, King Edward VII Avenue, Cardiff CF10 3WT, UK
| | - Jonathan Scourfield
- Cardiff School of Social Sciences, Cardiff University, The Glamorgan Building, King Edward VII Avenue, Cardiff CF10 3WT, UK.
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11
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Witt K, Spittal MJ, Carter G, Pirkis J, Hetrick S, Currier D, Robinson J, Milner A. Effectiveness of online and mobile telephone applications ('apps') for the self-management of suicidal ideation and self-harm: a systematic review and meta-analysis. BMC Psychiatry 2017; 17:297. [PMID: 28810841 PMCID: PMC5558658 DOI: 10.1186/s12888-017-1458-0] [Citation(s) in RCA: 88] [Impact Index Per Article: 12.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/15/2017] [Accepted: 08/08/2017] [Indexed: 11/17/2022] Open
Abstract
BACKGROUND Online and mobile telephone applications ('apps') have the potential to improve the scalability of effective interventions for suicidal ideation and self-harm. The aim of this review was therefore to investigate the effectiveness of digital interventions for the self-management of suicidal ideation or self-harm. METHODS Seven databases (Applied Science & Technology; CENTRAL; CRESP; Embase; Global Health; PsycARTICLES; PsycINFO; Medline) were searched to 31 March, 2017. Studies that examined the effectiveness of digital interventions for suicidal ideation and/or self-harm, or which reported outcome data for suicidal ideation and/or self-harm, within a randomised controlled trial (RCT), pseudo-RCT, or observational pre-test/post-test design were included in the review. RESULTS Fourteen non-overlapping studies were included, reporting data from a total of 3,356 participants. Overall, digital interventions were associated with reductions for suicidal ideation scores at post-intervention. There was no evidence of a treatment effect for self-harm or attempted suicide. CONCLUSIONS Most studies were biased in relation to at least one aspect of study design, and particularly the domains of participant, clinical personnel, and outcome assessor blinding. Performance and detection bias therefore cannot be ruled out. Digital interventions for suicidal ideation and self-harm may be more effective than waitlist control. It is unclear whether these reductions would be clinically meaningful at present. Further evidence, particularly with regards to the potential mechanisms of action of these interventions, as well as safety, is required before these interventions could recommended.
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Affiliation(s)
- Katrina Witt
- Population Health, Turning Point, Eastern Health Clinical School, Monash University, 54-62 Gertrude Street, Fitzroy, Victoria, 3065, Australia.
| | - Matthew J. Spittal
- 0000 0001 2179 088Xgrid.1008.9Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Victoria Australia
| | - Gregory Carter
- 0000 0000 8831 109Xgrid.266842.cCentre for Translational Neuroscience and Mental Health, Faculty of Health and Medicine, University of Newcastle, Callaghan, New South Wales Australia
| | - Jane Pirkis
- 0000 0001 2179 088Xgrid.1008.9Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Victoria Australia
| | - Sarah Hetrick
- 0000 0001 2179 088Xgrid.1008.9Orygen, the National Centre of Excellence in Youth Mental Health and the Centre for Youth Mental Health, University of Melbourne, Melbourne, Victoria Australia
| | - Dianne Currier
- 0000 0001 2179 088Xgrid.1008.9Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Victoria Australia
| | - Jo Robinson
- 0000 0001 2179 088Xgrid.1008.9Orygen, the National Centre of Excellence in Youth Mental Health and the Centre for Youth Mental Health, University of Melbourne, Melbourne, Victoria Australia
| | - Allison Milner
- 0000 0001 2179 088Xgrid.1008.9Centre for Health Equity, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Victoria Australia
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12
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Burnap P, Colombo G, Amery R, Hodorog A, Scourfield J. Multi-class machine classification of suicide-related communication on Twitter. ACTA ACUST UNITED AC 2017; 2:32-44. [PMID: 29278258 PMCID: PMC5732584 DOI: 10.1016/j.osnem.2017.08.001] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2017] [Revised: 08/04/2017] [Accepted: 08/08/2017] [Indexed: 01/03/2023]
Abstract
The World Wide Web, and online social networks in particular, have increased connectivity between people such that information can spread to millions of people in a matter of minutes. This form of online collective contagion has provided many benefits to society, such as providing reassurance and emergency management in the immediate aftermath of natural disasters. However, it also poses a potential risk to vulnerable Web users who receive this information and could subsequently come to harm. One example of this would be the spread of suicidal ideation in online social networks, about which concerns have been raised. In this paper we report the results of a number of machine classifiers built with the aim of classifying text relating to suicide on Twitter. The classifier distinguishes between the more worrying content, such as suicidal ideation, and other suicide-related topics such as reporting of a suicide, memorial, campaigning and support. It also aims to identify flippant references to suicide. We built a set of baseline classifiers using lexical, structural, emotive and psychological features extracted from Twitter posts. We then improved on the baseline classifiers by building an ensemble classifier using the Rotation Forest algorithm and a Maximum Probability voting classification decision method, based on the outcome of base classifiers. This achieved an F-measure of 0.728 overall (for 7 classes, including suicidal ideation) and 0.69 for the suicidal ideation class. We summarise the results by reflecting on the most significant predictive principle components of the suicidal ideation class to provide insight into the language used on Twitter to express suicidal ideation. Finally, we perform a 12-month case study of suicide-related posts where we further evaluate the classification approach - showing a sustained classification performance and providing anonymous insights into the trends and demographic profile of Twitter users posting content of this type.
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Affiliation(s)
- Pete Burnap
- School of Computer Science & Informatics, Cardiff University, UK
| | | | | | - Andrei Hodorog
- School of Computer Science & Informatics, Cardiff University, UK
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Krysinska K, Westerlund M, Niederkrotenthaler T, Andriessen K, Carli V, Hadlaczky G, Till B, Wasserman D. A Mapping Study on the Internet and Suicide. CRISIS 2017; 38:217-226. [DOI: 10.1027/0227-5910/a000444] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Abstract. Background: Since the mid-1990s concerns have been raised regarding the possible links between suicide and the Internet, especially among adolescents and young adults. Aims: To identify the nature and extent of the scientific publications, especially original research studies, on suicide and the Internet, and to investigate how the field has developed over time. In particular, this mapping study looks at types of publications, topic areas, focus of original research papers, and suicide-related variables of interest in publications. Method: A search of three major databases (PubMED, PsycINFO, and Sociological Abstracts) was conducted to identify papers published until the end of January 2015. Results: The study identified 237 publications on suicide and the Internet published from 1997 to the end of January 2015. These included 122 original research papers. The three most frequent topic areas covered in publications were searching for information on suicide, online interventions, and online suicide-related behaviors. The online mediums most frequently studied were online forums/message boards, search engines, intervention and information websites, and social media. Limitations: The mapping study did not include an analysis of results of research studies and did not assess their quality. Conclusion: The field is rapidly evolving, as seen in the recent increase in the number of publications. However, there are gaps in terms of the countries where research is conducted and the coverage of topics.
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Affiliation(s)
| | | | - Thomas Niederkrotenthaler
- Medical University of Vienna, Center for Public Health, Institute of Social Medicine, Suicide Research Unit, Vienna, Austria
| | - Karl Andriessen
- School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Vladimir Carli
- National Centre for Suicide Research and Prevention of Mental Ill-Health (NASP), Karolinska Institutet, Stockholm, Sweden
| | - Gergö Hadlaczky
- National Centre for Suicide Research and Prevention of Mental Ill-Health (NASP), Karolinska Institutet, Stockholm, Sweden
| | - Benedikt Till
- Medical University of Vienna, Center for Public Health, Institute of Social Medicine, Suicide Research Unit, Vienna, Austria
| | - Danuta Wasserman
- National Centre for Suicide Research and Prevention of Mental Ill-Health (NASP), Karolinska Institutet, Stockholm, Sweden
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Robinson J, Cox G, Bailey E, Hetrick S, Rodrigues M, Fisher S, Herrman H. Social media and suicide prevention: a systematic review. Early Interv Psychiatry 2016; 10:103-21. [PMID: 25702826 DOI: 10.1111/eip.12229] [Citation(s) in RCA: 141] [Impact Index Per Article: 17.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/04/2014] [Accepted: 01/14/2015] [Indexed: 01/13/2023]
Abstract
AIM Social media platforms are commonly used for the expression of suicidal thoughts and feelings, particularly by young people. Despite this, little is known about the ways in which social media can be used for suicide prevention. The aim of this study was to conduct a systematic review to identify current evidence pertaining to the ways in which social media are currently used as a tool for suicide prevention. METHODS Medline, PsycInfo, Embase, CINHAL and the Cochrane Library were searched for articles published between 1991 and April 2014. English language articles with a focus on suicide-related behaviour and social media were included. No exclusion was placed on study design. RESULTS Thirty studies were included; 4 described the development of social media sites designed for suicide prevention, 6 examined the potential of social media in terms of its ability to reach or identify people at risk of suicide, 15 examined the ways in which people used social media for suicide prevention-related purposes, and 5 examined the experiences of people who had used social media sites for suicide prevention purposes. No intervention studies were identified. CONCLUSION Social media platforms can reach large numbers of otherwise hard-to-engage individuals, may allow others to intervene following an expression of suicidal ideation online, and provide an anonymous, accessible and non-judgmental forum for sharing experiences. Challenges include difficulties controlling user behaviour and accurately assessing risk, issues relating to privacy and confidentiality and the possibility of contagion. Social media appears to hold significant potential for suicide prevention; however, additional research into its safety and efficacy is required.
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Affiliation(s)
- Jo Robinson
- Orygen Youth Health Research Centre, Centre for Youth Mental Health, University of Melbourne, Parkville, Victoria, Australia
| | - Georgina Cox
- Orygen Youth Health Research Centre, Centre for Youth Mental Health, University of Melbourne, Parkville, Victoria, Australia
| | - Eleanor Bailey
- Orygen Youth Health Research Centre, Centre for Youth Mental Health, University of Melbourne, Parkville, Victoria, Australia
| | - Sarah Hetrick
- Orygen Youth Health Research Centre, Centre for Youth Mental Health, University of Melbourne, Parkville, Victoria, Australia
| | - Maria Rodrigues
- Community Works Associates Pty Ltd, Docklands, Victoria, Australia
| | - Steve Fisher
- Community Works Associates Pty Ltd, Docklands, Victoria, Australia
| | - Helen Herrman
- Orygen Youth Health Research Centre, Centre for Youth Mental Health, University of Melbourne, Parkville, Victoria, Australia
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15
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Mok K, Jorm AF, Pirkis J. The perceived impact of suicide-related internet use: A survey of young Australians who have gone online for suicide-related reasons. Digit Health 2016; 2:2055207616629862. [PMID: 29942550 PMCID: PMC6001192 DOI: 10.1177/2055207616629862] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2015] [Accepted: 01/08/2016] [Indexed: 12/05/2022] Open
Abstract
The aim of the present study was to examine the perceived impact of suicide-related Internet use, particularly of websites with potentially harmful attitudes towards suicide (encouraging suicide or discouraging help-seeking) or potentially helpful attitudes towards suicide (discouraging suicide or encouraging help-seeking), the online availability of suicide methods and online suicide communities The present study used a cross-sectional, anonymous online survey. Participants were 102 Australian citizens and permanent residents recruited from various, non-mental health-related websites, aged 18–24 years, who had gone online for suicide-related reasons within the past 12 months. Overall, there was a significant decrease in participants’ retrospective ratings of their suicidal thoughts and behaviours from before they first went online for suicide-related reasons to the time of the survey. However, characteristics of websites did not significantly predict users’ suicidal thoughts and behaviours. Participants reported both positive and negative online experiences, even for similar forms of suicide-related Internet use (e.g. reading information on suicide methods). The findings suggest that suicide-related Internet use is complex and its impact cannot necessarily be strictly attributed to specific types of websites or online content. The Internet may pose a risk to some vulnerable individuals but may also provide helpful, valuable support to others. Mental health professionals should therefore be aware of these potential risks and direct more efforts towards online suicide prevention.
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Affiliation(s)
- Katherine Mok
- Centre for Mental Health, The University of Melbourne, Australia
| | - Anthony F Jorm
- Centre for Mental Health, The University of Melbourne, Australia
| | - Jane Pirkis
- Centre for Mental Health, The University of Melbourne, Australia
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16
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Abstract
BACKGROUND Although people who use the Internet for suicide-related reasons have been found to report significantly higher levels of suicidal ideation, little is known about the characteristics of these users. AIMS To examine the differences between suicidal people who use the Internet for suicide-related reasons and those who do not. METHOD Participants were 205 Australian citizens and permanent residents aged 18-24 years who had felt suicidal within the past year. Participants were recruited online through non-mental health-related websites and asked to complete an anonymous online survey. RESULTS In univariate analyses, suicide-related users reported significantly higher levels of social anxiety and lifetime and past year suicidal ideation than non-suicide-related users, as well as a higher likelihood of future suicide and overall higher risk for suicide. There were no differences on depressive symptoms and perceived social support. Both groups were unlikely to anticipate seeking help from any source and generally perceived similar barriers to offline help-seeking. Multivariate analyses showed that past year suicidal ideation and likelihood of future suicide significantly predicted suicide-related Internet use. CONCLUSIONS Individuals may choose to go online for alternative methods of coping when their suicidal feelings become more severe, demonstrating the need for more online suicide prevention efforts.
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Affiliation(s)
- Katherine Mok
- 1 Centre for Mental Health, Melbourne School of Population and Global Health, The University of Melbourne, Australia
| | - Anthony F Jorm
- 1 Centre for Mental Health, Melbourne School of Population and Global Health, The University of Melbourne, Australia
| | - Jane Pirkis
- 1 Centre for Mental Health, Melbourne School of Population and Global Health, The University of Melbourne, Australia
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17
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Colombo GB, Burnap P, Hodorog A, Scourfield J. Analysing the connectivity and communication of suicidal users on twitter. COMPUTER COMMUNICATIONS 2016; 73:291-300. [PMID: 26973360 PMCID: PMC4784725 DOI: 10.1016/j.comcom.2015.07.018] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/03/2014] [Revised: 07/13/2015] [Accepted: 07/15/2015] [Indexed: 05/26/2023]
Abstract
In this paper we aim to understand the connectivity and communication characteristics of Twitter users who post content subsequently classified by human annotators as containing possible suicidal intent or thinking, commonly referred to as suicidal ideation. We achieve this understanding by analysing the characteristics of their social networks. Starting from a set of human annotated Tweets we retrieved the authors' followers and friends lists, and identified users who retweeted the suicidal content. We subsequently built the social network graphs. Our results show a high degree of reciprocal connectivity between the authors of suicidal content when compared to other studies of Twitter users, suggesting a tightly-coupled virtual community. In addition, an analysis of the retweet graph has identified bridge nodes and hub nodes connecting users posting suicidal ideation with users who were not, thus suggesting a potential for information cascade and risk of a possible contagion effect. This is particularly emphasised by considering the combined graph merging friendship and retweeting links.
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Affiliation(s)
- Gualtiero B. Colombo
- School of Computer Science and Informatics, Cardiff University, Queens Buildings, 5 The Parade, Cardiff, United Kingdom
| | - Pete Burnap
- School of Computer Science and Informatics, Cardiff University, Queens Buildings, 5 The Parade, Cardiff, United Kingdom
| | - Andrei Hodorog
- School of Computer Science and Informatics, Cardiff University, Queens Buildings, 5 The Parade, Cardiff, United Kingdom
| | - Jonathan Scourfield
- School of Social Science, Cardiff University, Glamorgan Building, King Edward VII Avenue, Cardiff, United Kingdom
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