Displaying publications 41 - 60 of 89 in total

Abstract:
Sort:
  1. Lew B, Kõlves K, Osman A, Abu Talib M, Ibrahim N, Siau CS, et al.
    PLoS One, 2020;15(8):e0237329.
    PMID: 32822365 DOI: 10.1371/journal.pone.0237329
    BACKGROUND: Although the suicide rate in China has decreased over the past 20 years, there have been reports that the younger age group has been experiencing an increased incidence of completed suicide. Given that undergraduate groups are at higher risks of suicidality, it is important to monitor and screen for risk factors for suicidal ideation and behaviors to ensure their well-being.

    OBJECTIVE: To examine the risk and protective factors contributing to suicidality among undergraduate college students in seven provinces in China.

    METHODS: We conducted a cross-sectional study involving 13,387 college students from seven universities in Ningxia, Shandong, Shanghai, Jilin, Qinghai, Shaanxi, and Xinjiang. Data were collected using self-report questionnaires.

    RESULTS: Higher scores in the psychological strain, depression, anxiety, stress, and psychache (psychological risk factors for suicidality) and lower scores in self-esteem and purpose in life (psychological protective factors against suicidality) were associated with increased suicidality among undergraduate students in China. Demographic factors which were associated with higher risks of suicidality were female gender, younger age, bad academic results, were an only child, non-participation in school associations, and had an urban household registration. Perceived good health was protective against suicidality.

    CONCLUSIONS: Knowing the common risk and protective factors for suicidality among Chinese undergraduate students is useful in developing interventions targeted at this population and to guide public health policies on suicide in China.

    Matched MeSH terms: Suicidal Ideation*
  2. Lew B, Chistopolskaya K, Liu Y, Talib MA, Mitina O, Zhang J
    Crisis, 2020 Mar;41(2):82-88.
    PMID: 30935245 DOI: 10.1027/0227-5910/a000604
    Background: According to the strain theory of suicide, strains, resulting from conflicting and competing pressures in an individual's life, are hypothesized to precede suicide. But social support is an important factor that can mitigate strains and lessen their input in suicidal behavior. Aims: This study was designed to assess the moderating role of social support in the relation between strain and suicidality. Methods: A sample of 1,051 employees were recruited in Beijing, the capital of China, through an online survey. Moderation analysis was performed using SPSS PROCESS Macro. Social support was measured with the Multidimensional Scale of Perceived Social Support, and strains were assessed with the Psychological Strains Scale. Results: Psychological strains are a good predictor of suicidality, and social support, a basic need for each human being, moderates and decreases the effects of psychological strains on suicidality. Limitations: The cross-sectional survey limited the extent to which conclusions about causal relationships can be drawn. Furthermore, the results may not be generalized to the whole of China because of its diversity. Conclusion: Social support has a tendency to mitigate the effects of psychological strains on suicidality.
    Matched MeSH terms: Suicidal Ideation*
  3. Lew B, Huen J, Yu P, Yuan L, Wang DF, Ping F, et al.
    PLoS One, 2019;14(7):e0217372.
    PMID: 31260454 DOI: 10.1371/journal.pone.0217372
    Suicide is a major public health concern worldwide. This study aimed to predict the suicidal behavior of Chinese university students by studying psychological measures such as hopelessness, orientation to happiness, meaning in life, depression, anxiety, stress, and coping styles. In November 2016, a stratified-clustered-random sampling approach was utilized to select subjects from two large public medical-related universities in Shandong province, China. This sample consisted of 2,074 undergraduate students (706 males, 1,368 females; mean age = 19.79±1.39 years). The students' major risk factors for suicide were depression, anxiety, stress, and hopelessness, and the students' minor risk factors included orientation to happiness and coping styles (including self-distraction, self-blame and substance use). Notably, the presence of meaning in life had a positive effect on preventing suicide and acted as a protective factor, which suggests that it is important to identify risk factors as well as protective factors relevant to the target population group in order to increase the effectiveness of counseling and suicide prevention programs.
    Matched MeSH terms: Suicidal Ideation
  4. Lew B, Kõlves K, Zhang J, Zhizhong W, Koenig HG, Yip PSF, et al.
    PLoS One, 2021;16(5):e0251698.
    PMID: 34010317 DOI: 10.1371/journal.pone.0251698
    BACKGROUND: Several past studies indicated that religious beliefs, orientation, and practice are protective of suicide. Findings from recent studies in China suggest that religiosity may contribute to increased suicidality. However, few studies have examined the associations between religious affiliation across different faiths and suicidality in China.

    OBJECTIVE: The current study examines the association between religious affiliation and suicidality among college students in six provinces in China.

    METHODS: We conducted a cross-sectional study involving 11,407 college students from six universities in Ningxia, Shandong, Shanghai, Jilin, Qinghai, and Shaanxi. We collected the data between October 2017 and March 2018 using self-report questionnaires. They included self-report measures of depression, psychache, hopelessness, self-esteem, social support, and life purpose.

    RESULTS: Participants with a Christian affiliation had 1.5 times (95% CI: 1.14, 1.99, p = 0.004) higher odds of indicating an elevated suicide risk, 3.1 times (95% CI: 1.90, 5.04, p<0.001) higher odds of indicating a previous suicide attempt, and increased overall suicidality (B = 0.105, p < 0.001) after accounting for demographic and risk/protective factors. Christians also scored the highest in depression, psychache, hopelessness, and the lowest social support, self-esteem, and purpose in life. Muslims reported decreased suicidality (B = -0.034, p = 0.031). Buddhism/Daoism yielded non-significant results in the multivariate analyses.

    CONCLUSIONS: Christian college students reported increased suicidality levels, perhaps due to public policies on religion. The decreased suicidality levels among Muslims may be attributed to higher perceived social support. The associations between religious affiliation and suicidality, depression, and hopelessness contrast sharply with US samples. This finding may be influenced by interactions between the religious denomination, individual, and social/political factors. This conclusion includes the possibility of anti-religious discrimination, which this paper did not investigate as a possible mediator and therefore remains a conjecture worthy of future investigation.

    Matched MeSH terms: Suicidal Ideation*
  5. Liang J, Kõlves K, Lew B, de Leo D, Yuan L, Abu Talib M, et al.
    Front Psychiatry, 2020;11:129.
    PMID: 32231596 DOI: 10.3389/fpsyt.2020.00129
    Background and Objective: Suicide is a leading cause of death in young people. Suicidal thoughts and behaviors can be triggered by life and study stresses; therefore, it is important to understand the role of coping strategies. The current study analyzed the link between different coping strategies and suicidality in university students in China. Methods: A cross-sectional study of 2,074 undergraduate students from China used a stratified-clustered-random sampling method (response rate 94.4%). The Suicidal Behaviors Questionnaire-Revised Scale was used to identify suicidal risks, while the Brief COPE scale was used to measure different coping strategies. Univariate and multivariate logistic regression analyses were utilized to examine coping strategies and suicidality. Results: A negative association of some coping skills (active coping and positive reframing) with suicidality and a positive association of some other coping skills (self-distraction, substance abuse, behavioral disengagement, venting, and self-blame) with suicidality were observed after adjusting for sociodemographic and mental health variables. Conclusions: Training and supporting young people to identify and apply adaptive coping strategies to deal with life stress could help to reduce suicidal ideation and behavior.
    Matched MeSH terms: Suicidal Ideation
  6. Liew SH, Razak MAA, Kassim MSA, Ahmad NA, Tan L
    BMC Public Health, 2023 Nov 06;23(1):2165.
    PMID: 37932717 DOI: 10.1186/s12889-023-17019-2
    BACKGROUND: According to World Health Organization (WHO), the fourth leading cause of death among adolescents aged 15 -19 years is suicide. The National Health and Morbidity Survey (NHMS) 2017 reported that suicidal attempts among school adolescents increased from 6.8%-6.9% as compared to NHMS 2012. Suicide attempts can cause significant negative impacts on health, social and economic status. Bullying is one of the factors for adolescent suicide attempts, and its relationship to suicidality in adolescents has been shown in numerous research.

    OBJECTIVES: This study examined the relationship between suicide attempts and bullying among school adolescents in Malaysia.

    METHODS: Data from the Malaysia NHMS 2017, a nationwide study that adopted a two-stage cluster sampling design, were analysed. The survey used a self-administered questionnaire in bilingual language adapted from GSHS developed by WHO. Participants were secondary school students aged 13 -17 in all states. Descriptive and multiple logistic regression analyses were performed using IBM SPSS version 28.

    RESULTS: A total of 27,497 school adolescents participated in the study. Results showed that 6.9% of school adolescents had attempted suicide. There was 16.2% of adolescents being bullied. Multiple logistic regression revealed that students who were bullied were more likely to have suicide attempts (aOR 4.827, 95% CI: 4.143, 5.624) P 

    Matched MeSH terms: Suicidal Ideation
  7. Lyndon N, Azman H, Che Rose RA, Mat Jali MF
    Clin Interv Aging, 2021;16:1379-1392.
    PMID: 34290500 DOI: 10.2147/CIA.S310405
    BACKGROUND: Globally, suicide is regarded as an immoral behavior and can be considered a criminal act in some societies. Sociological narrative views suicide not only as a result of mental illness suffered by the individuals but may also be caused by the social environment and other risk factors.

    PURPOSE: The objective of this study is to examine the social risk factors that drive older people to have suicidal feelings or tendencies and the extent to which these factors arise from the changes that occur in their social environment as a result of the process of modernization and industrialization.

    METHODS: This study employed the phenomenological approach through qualitative data collection technique. A total of 20 informants comprising 10 males and 10 females of Malay, Chinese and Indian ethnicity were selected for the study using purposive sampling technique. In-depth interviews were conducted with the informants. Data were transcribed and subsequently analyzed thematically using the NVivo 11 software.

    RESULTS: The findings revealed five conditions that led older people toward suicidal intentions. These include social and cultural changes, lack of social support, conflict in religious belief, influence of economic uncertainty and socio-economic status, and depression as a result of the changes in their social environment.

    CONCLUSION: The implication of this research is that these factors affect older people directly as they struggle to adapt and respond to the major changes that occur in the social structure of the society they live in, stemming from the process of modernization and industrialization. Efforts to enact better policies and services for older people need to be addressed especially in developing countries based on assessment of their needs, weaknesses, strengths, and capabilities by incorporating elements of the worldview of the older people based on their experiences of daily lives.

    Matched MeSH terms: Suicidal Ideation*
  8. Mak KK, Ho CS, Zhang MW, Day JR, Ho RC
    Asian J Psychiatr, 2013 Oct;6(5):373-9.
    PMID: 24011683 DOI: 10.1016/j.ajp.2013.03.011
    Overdosing is an accessible method adopted by people attempting suicide in city settings.
    Matched MeSH terms: Suicidal Ideation
  9. Maniam T, Marhani M, Firdaus M, Kadir AB, Mazni MJ, Azizul A, et al.
    Compr Psychiatry, 2014 Jan;55 Suppl 1:S121-5.
    PMID: 24156873 DOI: 10.1016/j.comppsych.2013.08.004
    This is an epidemiological study to determine the prevalence of suicidal behavior and its association with generalised anxiety disorder (GAD) and major depressive disorder (MDD) in a nationally representative sample.
    Matched MeSH terms: Suicidal Ideation
  10. Maniam T, Chinna K, Lim CH, Kadir AB, Nurashikin I, Salina AA, et al.
    Prev Med, 2013;57 Suppl:S45-6.
    PMID: 23454536 DOI: 10.1016/j.ypmed.2013.02.022
    The aim of this paper is to identify at-risk groups for a focused suicide prevention program for Malaysia.
    Matched MeSH terms: Suicidal Ideation
  11. Maniam T, L. F. Chan
    Sains Malaysiana, 2013;42:399-402.
    Suicide studies in Malaysia tend to be repetitive. Data from hospital studies, small scale community surveys and national epidemiological studies over nearly 50 years have consistently shown that there are real ethnic differences in terms of suicides and attempted suicides in this country, though some of these differences appear to be narrowing somewhat. Malays have shown significantly lower rates of suicidal ideas, attempts and completed suicides. Indians, on the other hand, figure prominently at the other end with high rates in all the above parameters. The reasons for these are also necessarily complex. Experience elsewhere from studies of the Indian diaspora have elucidated a number of explanations, which include the effects of poverty, acculturation, alcoholism, the lack of a strong religious protective factor as well as increased rates of mental ill-health. Efforts to contain this public health problem have been somewhat patchy. This has largely depended on efforts by non-government organizations such as the Befrienders whereas the public response
    lags behind in providing the financial and other resources necessary for a comprehensive national program. This paper reviews the relevant literature and suggest new areas for research as well as steps to provide a fresh impetus to suicide prevention in Malaysia.
    Matched MeSH terms: Suicidal Ideation
  12. Md Naziri S.Z., Abu Bakar S.N., Alias A., Ibrahim A., Mohamed Swarhib D.M.J., Mohd Nor F.
    MyJurnal
    Introduction: Hanging is one of the most common methods of suicide in Malaysia, and to date, there is a rise in the number of deaths by hanging among adults. The purpose of this study was to determine the pattern of hanging in Malaysia from the year 2000 till 2009. Methods: The sample comprised 108 cases received at the Universiti Kebangsaan Malaysia Medical Centre, and five parameters, namely, age, sex, racial affiliation, marital status, and medical history were studied. Results: Of the 108 cases, 56% was reported to be Chinese. Suicide by hanging was more predominant in males (81%), and a high number of cases were seen in age groups of 21 to 30, 31 to 40 and 41 to 50 years. Of the cases studied, half of them were married, and previous history of physical and mental illness and alcohol intoxication were reported. Conclusions: In brief, this data would help the higher authorities in detecting the causes of suicide by hanging, as well as detecting the high risk groups with suicidal tendencies. In this way, suicide can be prevented and thus, the rate of suicide by hanging could be reduced in Malaysian.
    Matched MeSH terms: Suicidal Ideation
  13. Mohamad MA, Leong Bin Abdullah MFI, Shari NI
    BMC Geriatr, 2024 Mar 14;24(1):254.
    PMID: 38486186 DOI: 10.1186/s12877-024-04753-4
    BACKGROUND: People with dementia and their caregivers are prone to suicidal behaviors due to difficulty adjusting to their initial caregiving role and due to emotional disturbances resulting from deterioration of functioning. The present systematic review (1) explored the prevalence of and risk factors for suicidal behavior and (2) assessed the similarities and differences in the prevalence and risk factors for suicidal behavior between people with dementia and their caregivers.

    METHODS: A comprehensive literature search for research articles published between 1950 and 2023 was carried out using major databases, such as Google Scholar, Web of Science, PubMed, Scopus, PsycINFO, EMBASE, the Cochrane Library, and Medline.

    RESULTS: A total of 40 research articles were selected for review. A total of 12 research articles revealed that the prevalence of suicidal behavior among caregivers ranged from 4.7% to 26%. However, the risk of suicidal behavior among people with dementia was inconsistent, as only 17 out of 28 selected studies reported the risk of suicidal behavior among people with dementia. The risk factors associated with suicidal behavior among caregivers of people with dementia could be both self-related and care receiver-related factors, whereas risk factors in people with dementia were self-related factors. Notably, greater cognitive decline, which impairs individuals' ability to carry out complex acts and planning, may lower their suicidal risk. Finally, assessment of the risk of bias indicated that 95% of the selected studies had unclear risk.

    CONCLUSION: Self-related and care receiver-related factors should be assessed among caregivers of people with dementia to evaluate the risk of suicidal behavior. In addition, we recommend evaluating suicidal risk in people with dementia in the early phase of dementia when cognitive decline is less severe. However, as the majority of the selected studies had unclear risk of bias, future studies with improved methodologies are warranted to confirm our study findings.

    Matched MeSH terms: Suicidal Ideation
  14. Mozumder MK, Jasmine UH, Haque MA, Haque S
    PLoS One, 2023;18(8):e0289597.
    PMID: 37582101 DOI: 10.1371/journal.pone.0289597
    BACKGROUND: Homosexual individuals are at high risk of suicide, but there is a shortage of data from developing countries to confirm this. Estimates on mental health and suicide risk among male homosexuals in Bangladesh are needed to generate awareness and to plan services accordingly.

    METHOD: We assessed mental health and suicidal behavior of 102 self-identified homosexual males from a community-based organization that works with the sexual minority population.

    RESULTS: One-third of the participants (32.4%) had experienced attempted suicide, and almost half (47.1%) had a history of suicidal ideation and self-harm (40.2%). Compared to a heterosexual sample, homosexual males had poorer mental health as they scored higher on Beck Hopelessness Scale (Cohen's d = 0.29) and General Health Questionnaire (GHQ) (Cohen's d = 0.57). The results revealed positive correlations between self-harm, suicidal ideation and suicide attempt scores. Participants with history of suicide attempt, suicide ideation and self-harm reported worse general health, more social dysfunction, and severe depression than those without such history.

    CONCLUSION: Suicidality and mental health conditions among homosexual males in Bangladesh have appeared to be alarming. Given the concerns, we offer some recommendations for practitioners and social workers who are serving this population in Bangladesh.

    Matched MeSH terms: Suicidal Ideation
  15. N Fountoulakis K, N Karakatsoulis G, Abraham S, Adorjan K, Ahmed HU, Alarcón RD, et al.
    Soc Psychiatry Psychiatr Epidemiol, 2023 Sep;58(9):1387-1410.
    PMID: 36867224 DOI: 10.1007/s00127-023-02438-8
    INTRODUCTION: The current study aimed to investigate the rates of anxiety, clinical depression, and suicidality and their changes in health professionals during the COVID-19 outbreak.

    MATERIALS AND METHODS: The data came from the larger COMET-G study. The study sample includes 12,792 health professionals from 40 countries (62.40% women aged 39.76 ± 11.70; 36.81% men aged 35.91 ± 11.00 and 0.78% non-binary gender aged 35.15 ± 13.03). Distress and clinical depression were identified with the use of a previously developed cut-off and algorithm, respectively.

    STATISTICAL ANALYSIS: Descriptive statistics were calculated. Chi-square tests, multiple forward stepwise linear regression analyses, and Factorial Analysis of Variance (ANOVA) tested relations among variables.

    RESULTS: Clinical depression was detected in 13.16% with male doctors and 'non-binary genders' having the lowest rates (7.89 and 5.88% respectively) and 'non-binary gender' nurses and administrative staff had the highest (37.50%); distress was present in 15.19%. A significant percentage reported a deterioration in mental state, family dynamics, and everyday lifestyle. Persons with a history of mental disorders had higher rates of current depression (24.64% vs. 9.62%; p 

    Matched MeSH terms: Suicidal Ideation
  16. Nadzirah Ahmad B, Chen T, Kumagai S, Chen S
    Previous studies demonstrated that perceived overweight has a larger role than actual body weight does in suicidal ideation and attempts. Despite high suicidal rate found among university students, studies have been limited in examining the role of perceived overweight in relation to suicidality in this population. This study aims to examine the relationship between a wish to die with perceived overweight and actual weight, measured by Body Mass Index (BMI) in university students. The sample comprised of 2,000 incoming freshmen in a Japanese university. Multivariate logistic regression was used to determine the association between a wish to die and perceived overweight and actual weight. Results indicated a wish to die prevalence of 5.8% (n=115) and perceived overweight prevalence of 15.8% (n=315) among the freshmen. Perceived overweight significantly increased the odds of a wish to die by two-fold (Odds Ratio (OR) =2.01, 95% Confidence Interval (CI) = 1.20- 3.37), in contrast to actual weight which was not significantly associated with a wish to die. Findings implied the necessity to promote healthy attitudes towards body weight and self-acceptance regardless of weight status among university students that could reduce the potential risk of a wish to die from progressing along the continuum of suicidality in later life.
    Matched MeSH terms: Suicidal Ideation
  17. Nan J, Salina N, Chong ST, Jiang HJ
    BMC Psychiatry, 2023 Feb 06;23(1):90.
    PMID: 36747156 DOI: 10.1186/s12888-023-04582-6
    BACKGROUND: The aim of this study was to understand the longitudinal trajectory of suicidal ideation (SI) among Chinese medical students and the role of childhood trauma (CT).

    METHODS: Using a whole-group sampling method, we assessed SI in 2192 (male = 834, female = 1358) medical students on three occasions over a period of one year. The Suicidal Ideation Self-Assessment Scale (SISAS) and the Childhood Trauma Questionnaire-Short Form (CTQ-SF) were used to assess SI and CT. The growth mixture modeling (GMM) was used to classify the developmental trajectory of SI.

    RESULTS: A greater number of medical students were experiencing suicidal ideation during the COVID-19 pandemic. The trajectory of SI among medical students was divided into two groups: a low risk, slowly rising group and a high risk, continuous group. The low risk, slowly rising group had a significant time effect (B = 1.57, p 

    Matched MeSH terms: Suicidal Ideation
  18. Ng YP, Pheh KS, Panirselvam RR, Chan WL, Lim JBY, Lim JTY, et al.
    Front Psychol, 2021;12:673287.
    PMID: 34079502 DOI: 10.3389/fpsyg.2021.673287
    Media guidelines on safe suicide-related reporting are within the suicide prevention armamentarium. However, implementation issues beleaguer real-world practice. This study evaluated the perspectives of the Malaysian media community, persons with lived experience of suicidal behavior (PLE), and mental health professionals (MHP) on suicide-related reporting in terms of the impact, strategies, challenges, and the implementation of guidelines on safe reporting. Three focus group discussions of purposively sampled Malaysian media practitioners (n = 8), PLE (n = 6), and MHP (n = 7) were audio-recorded, transcribed, coded and thematically analyzed. Inclusion criteria were: English fluency, no clinical depression or suicidal ideation (current), no recent previous suicide attempts or suicide bereavement. Three major themes emerged: (1) Unsafe Reporting; (2) Impact; and (3) Safe Reporting. Most described current reporting as unsafe by being potentially triggering to media users and may contribute to contagion effect. Positive impacts identified included raised awareness toward suicide and its prevention. Unsafe reporting was attributed to inadequate awareness, knowledge, and guidance, lack of empathy and accountability, job-related factors, popularity-seeking, lack of monitoring and governance, and information source(s) with unsafe content. Majority agreed on how suicide stories should be framed to produce a safe report. The media community diverged on how detailed a suicide story should be. Safe reporting challenges included difficulties in balancing beneficial versus harmful details, social media ubiquity and its citizen reporters. Participants suggested these safe reporting strategies: stakeholder engagement, educational approaches, improving governance and surveillance, and guidelines revision. Most acknowledged the relevance of guidelines but were unaware of the existence of local guidelines. Implementation challenges included the dilemma in balancing media industry needs vis-à-vis safe reporting requirements, stakeholder engagement difficulties and social media regulation. There is poor awareness regarding safe suicide-related reporting across all groups. PLE and MHP were negatively impacted by current unsafe messaging which aggravated trauma and grief reactions. Postvention support gaps for mental health professionals were highlighted. Safe reporting promotion strategies should include stakeholder engagement to increase awareness on minimizing Werther and maximizing Papageno effects. Strategic re-examination and dissemination of local media guidelines to address new media issues, and effective surveillance mechanisms, are crucial in sustainable improvement of safe reporting practices.
    Matched MeSH terms: Suicidal Ideation
  19. Nordin N, Zainol Z, Mohd Noor MH, Lai Fong C
    Health Informatics J, 2021 3 23;27(1):1460458221989395.
    PMID: 33745355 DOI: 10.1177/1460458221989395
    Current suicide risk assessments for predicting suicide attempts are time consuming, of low predictive value and have inadequate reliability. This paper aims to develop a predictive model for suicide attempts among patients with depression using machine learning algorithms as well as presents a comparative study on single predictive models with ensemble predictive models for differentiating depressed patients with suicide attempts from non-suicide attempters. We applied and trained eight different machine learning algorithms using a dataset that consists of 75 patients diagnosed with a depressive disorder. A recursive feature elimination was used to reduce the features via three-fold cross validation. An ensemble predictive models outperformed the single predictive models. Voting and bagging revealed the highest accuracy of 92% compared to other machine learning algorithms. Our findings indicate that history of suicide attempt, religion, race, suicide ideation and severity of clinical depression are useful factors for prediction of suicide attempts.
    Matched MeSH terms: Suicidal Ideation*
  20. Nordin N, Zainol Z, Mohd Noor MH, Chan LF
    Artif Intell Med, 2022 10;132:102395.
    PMID: 36207078 DOI: 10.1016/j.artmed.2022.102395
    BACKGROUND: Early detection and prediction of suicidal behaviour are key factors in suicide control. In conjunction with recent advances in the field of artificial intelligence, there is increasing research into how machine learning can assist in the detection, prediction and treatment of suicidal behaviour. Therefore, this study aims to provide a comprehensive review of the literature exploring machine learning techniques in the study of suicidal behaviour prediction.

    METHODS: A search of four databases was conducted: Web of Science, PubMed, Dimensions, and Scopus for research papers dated between January 2016 and September 2021. The search keywords are 'data mining', 'machine learning' in combination with 'suicidal behaviour', 'suicide', 'suicide attempt', 'suicidal ideation', 'suicide plan' and 'self-harm'. The studies that used machine learning techniques were synthesized according to the countries of the articles, sample description, sample size, classification tasks, number of features used to develop the models, types of machine learning techniques, and evaluation of performance metrics.

    RESULTS: Thirty-five empirical articles met the criteria to be included in the current review. We provide a general overview of machine learning techniques, examine the feature categories, describe methodological challenges, and suggest areas for improvement and research directions. Ensemble prediction models have been shown to be more accurate and useful than single prediction models.

    CONCLUSIONS: Machine learning has great potential for improving estimates of future suicidal behaviour and monitoring changes in risk over time. Further research can address important challenges and potential opportunities that may contribute to significant advances in suicide prediction.

    Matched MeSH terms: Suicidal Ideation*
Filters
Contact Us

Please provide feedback to Administrator (afdal@afpm.org.my)

External Links