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Treearpornwong A, Kantathanawat T, Charoentham M, Pimdee P, Sukkamart A. Enhancing Psychological Well-Being Assessment Through Data Mining: A Case Study from Thailand. Eur J Investig Health Psychol Educ 2025; 15:61. [PMID: 40277878 PMCID: PMC12025601 DOI: 10.3390/ejihpe15040061] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2025] [Revised: 04/07/2025] [Accepted: 04/11/2025] [Indexed: 04/26/2025] Open
Abstract
This study examines the psychological well-being (PWB) of lower secondary school students in Bangkok's Secondary Educational Service Area Offices (SESAO) 1 and 2, using data mining techniques to analyze key influencing factors and develop a culturally adapted PWB questionnaire. The research framework is based on six components: autonomy, environmental mastery, personal growth, positive relationships, life purpose, and self-acceptance. Data were collected from 2543 students in the 2023 academic year and analyzed using the Waikato Environment for Knowledge Analysis (WEKA) program and the JRip rule-based classification model. Results indicate that personal growth is the most predictive in the classification performance of PWB, followed by positive relationships and life purpose. A newly developed PWB questionnaire was tested for reliability, with the Supplied Test Set (80:20) method yielding strong performance metrics, including accuracy (90.18%), precision (69.00%), recall (90.90%), and F-measure (78.40%). This study demonstrates data mining's effectiveness in identifying factors influencing adolescent PWB within the Thai context. The findings provide educators and policymakers with insights for fostering student well-being and contribute to research by offering a validated, culturally relevant assessment tool.
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Affiliation(s)
| | - Thiyaporn Kantathanawat
- School of Industrial Education and Technology, King Mongkut’s Institute of Technology Ladkrabang (KMITL), Bangkok 10520, Thailand; (A.T.); (M.C.); (P.P.); (A.S.)
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Dadras O. Predictors of Suicidal Thoughts and Attempts among School-Going Thai Adolescents: A Sex-Specific Structural Equation Modelling Analysis. Child Psychiatry Hum Dev 2024:10.1007/s10578-024-01790-3. [PMID: 39579277 DOI: 10.1007/s10578-024-01790-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/10/2024] [Indexed: 11/25/2024]
Abstract
Adolescent suicide is a growing public health concern in Thailand. Identifying predictors of suicidal behaviors is essential for targeted prevention strategies. Using Structural Equation Modeling, this study explores the predictors of suicidal thoughts and attempts among a sample of 5657 Thai adolescents in grades 7-12, typically representing the age group 13-17 years, with nearly equal proportions of males (47%) and females (53%) participants. Data from the Thailand Global School-based Student Health Survey (GSHS) 2021 were analyzed. Explanatory Factor Analysis (EFA) identified key constructs, followed by SEM stratified by sex to examine relationships between constructs and suicidal behaviors. Reliability and validity were assessed using Cronbach's α and SEM fit indices. EFA identified five constructs: current substance use, history of violence, experiences of bullying, parental awareness, and poor mental health. SEM revealed poor mental health as a significant predictor for both sexes. Substance use, experiences of bullying, and a history of violence predicted suicidal behaviors in females. Parental vigilance was only a protective factor for males. The findings underscore the importance of gender-specific interventions and comprehensive mental health support to address the unique vulnerabilities of Thai adolescents, reducing suicidal thoughts and attempts.
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Affiliation(s)
- Omid Dadras
- Department of Global Public Health and Primary Care, University of Bergen, Årstadveien 17, 5009, Bergen, Norway.
- Research Center for Child Psychiatry, University of Turku, Turku, Finland.
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Sarfo JO, Obeng P, Attafuah PYA, Gbordzoe NI, Ofori COB. Prevalence and correlates of physical bullying behaviours (on/off-school property) among adolescents in Saint Vincent and the Grenadines. BMC Public Health 2024; 24:3228. [PMID: 39567917 PMCID: PMC11580554 DOI: 10.1186/s12889-024-20732-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2024] [Accepted: 11/13/2024] [Indexed: 11/22/2024] Open
Abstract
BACKGROUND Bullying remains a serious public health and educational concern among school-going adolescents worldwide. However, no national survey has examined the prevalence and correlates of physical bullying (on and off-school property) among school-going adolescents in the Island country of Saint Vincent and the Grenadines. This study sought to examine the prevalence and correlates of physical bullying among adolescents from St. Vincent and the Grenadines. METHODS We analysed data from the 2018 Global School-based Student Health Survey using Pearson Chi-square and Binomial Logistic Regression, with an adjusted odds ratio (AOR) at a 95% confidence interval (CI). RESULTS Among this population, physical bullying on/off-school property was prevalent among 24% and 18%, respectively. After adjusting for other predictors, we found that males were less likely to be bullied on school property than females. However, being a younger adolescent (≤ 15 years old), being physically attacked, cyberbullied, having close friends, and having suicidal ideas were associated with increased odds of being physically bullied on school property. Also, being physically attacked, cyberbullied, worried, and having suicidal plans increased the odds of being physically bullied off school property. CONCLUSION We recommend a multidisciplinary approach to adolescent bullying prevention in Saint Vincent and the Grenadines and countries with similar characteristics based on our findings. TRAIL REGISTRATION Global School-Based Student Health Survey 2018 (VCT_2018_GSHS_v01) Registered August 20, 2021, https://extranet.who.int/ncdsmicrodata/index.php/catalog/878.
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Affiliation(s)
| | - Paul Obeng
- University of Cape Coast, Cape Coast, Ghana
| | - Priscilla Y A Attafuah
- Department of Public Health Nursing, School of Nursing and Midwifery, University of Ghana, Accra, Ghana.
| | - Newton Isaac Gbordzoe
- School of Nursing and Midwifery, Family Health University College, Teshie, Accra, Ghana
- Centre for Behaviour and Wellness Advocacy, Koforidua, Ghana
| | - Crescens Osei Bonsu Ofori
- Department of Public Health Nursing, School of Nursing and Midwifery, University of Ghana, Accra, Ghana
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Qu D, Zhang X, Liu D, Liu B, Chen D, Cai C, An J, Saxena S, Chen R. Effectiveness of a school-based Life Gatekeeper Training Program on suicide prevention in China: protocol for a randomized controlled trial. Trials 2024; 25:335. [PMID: 38773529 PMCID: PMC11110327 DOI: 10.1186/s13063-024-08137-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Accepted: 04/25/2024] [Indexed: 05/24/2024] Open
Abstract
BACKGROUND With suicide as a leading cause of death, the issue of children and adolescent suicide risks is in the spotlight today. To empower teachers in primary and secondary schools to serve as gatekeepers and to ensure the safety of children and adolescents, the systematically tailored and localized Life Gatekeeper suicide prevention program was designed for Chinese schools. OBJECTIVE With the ultimate goal of preventing child and adolescent suicide, we aim to outline a research protocol for examining outcomes of the recently created standardized school-based Life Gatekeeper program in reducing teachers' stigma, increasing their knowledge, willingness to intervene, and perceived competence. METHODS Participants will be recruited from eligible primary and secondary schools. Cluster sampling will be used to randomly assign each school to either the intervention group or the control group. The primary outcomes are stigma against suicide, suicide literacy, perceived competence, and willingness to intervene with suicidal individuals, which will be measured using the Stigma of Suicide Scale, the Literacy of Suicide Scale, and the Willingness to Intervene Against Suicide Questionnaire, respectively. Measurements will be taken at four time points, including pre-intervention, immediately after the intervention, 6-month follow-up, and 1-year follow-up. CONCLUSIONS The current study features innovative implementation in the real world, by using a randomized controlled trial design to examine the effectiveness of a school-based gatekeeper program among primary and secondary school teachers, following a sequence of defined and refined steps. The research will also investigate the viability of a school-based gatekeeper program for primary and secondary school teachers that could be quickly and inexpensively implemented in a large number of schools.
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Affiliation(s)
- Diyang Qu
- Vanke School of Public Health, Tsinghua University, Beijing, 100084, China
- Institute for Healthy China, Tsinghua University, Beijing, China
| | - Xuan Zhang
- Vanke School of Public Health, Tsinghua University, Beijing, 100084, China
| | - Dongyu Liu
- Vanke School of Public Health, Tsinghua University, Beijing, 100084, China
| | - Bowen Liu
- Vanke School of Public Health, Tsinghua University, Beijing, 100084, China
| | - Dongyang Chen
- Vanke School of Public Health, Tsinghua University, Beijing, 100084, China
| | - Chengxi Cai
- Vanke School of Public Health, Tsinghua University, Beijing, 100084, China
| | - Jing An
- Beijing Huilongguan Hospital, Beijing, China
- Peking University Huilongguan Clinical Medical School, Beijing, China
- WHO Collaborating Center for Research and Training in Suicide Prevention, Beijing, China
| | - Shekhar Saxena
- Department of Global Health and Population, Harvard T. H. Chan School of Public Health, Boston, USA
| | - Runsen Chen
- Vanke School of Public Health, Tsinghua University, Beijing, 100084, China.
- Institute for Healthy China, Tsinghua University, Beijing, China.
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Sarfo JO, Obeng P, Gbordzoe NI, Debrah TP, Ofori COB, Hagan JE. In-school adolescents' sociodemographic correlates of serious unintentional injuries in Saint Vincent and the Grenadines: A cross-sectional study. Health Sci Rep 2023; 6:e1722. [PMID: 38028691 PMCID: PMC10667840 DOI: 10.1002/hsr2.1722] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2023] [Revised: 07/04/2023] [Accepted: 11/02/2023] [Indexed: 12/01/2023] Open
Abstract
Background As a public health concern, serious adolescent injuries constitute considerable global morbidity and mortality. Despite the proliferation of literature on this problem, the evidence on the determinants of injuries among in-school adolescents in Saint Vincent and the Grenadines (SVG) is insufficient. Method The study analyzed data from the 2018 Global School-based Student Health Survey to examine the prevalence and determinants of serious injuries in a nationwide adolescent sample in SVG. χ 2 And binomial logistic regression analyses were carried out, along with an adjusted odds ratio and a 95% confidence interval. Results Serious injuries among this population were estimated at 50.5%. Student grades, gender, truancy, amphetamine or methamphetamine use, marijuana or alcohol use, cigarette smoking, physical assault, physical fight, cyberbullying, suicidal behavior (ideation, plan, and attempt), parental or guardian tobacco use, and multiple sexual partners were significantly associated with serious injuries. After adjusting for other variables, being a male, having experienced a physical attack, fighting physically, attempting suicide, and having multiple sexual partners predicted serious injuries among in-school adolescents in SVG. Conclusion The use of integrative health promotion and injury prevention programmes (e.g., antiviolence campaigns) and educational measures could help minimize or eradicate this menace in SVG.
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Affiliation(s)
- Jacob O. Sarfo
- Department of Health, Physical Education and RecreationUniversity of Cape CoastCape CoastGhana
| | - Paul Obeng
- Department of Health, Physical Education and RecreationUniversity of Cape CoastCape CoastGhana
| | | | - Timothy P. Debrah
- Department of NursingKwame Nkrumah University of Science and TechnologyKumasiGhana
| | | | - John E. Hagan
- Department of Health, Physical Education and RecreationUniversity of Cape CoastCape CoastGhana
- Neurocognition and Action‐Biomechanics‐Research Group, Faculty of Psychology and Sports ScienceBielefeld UniversityBielefeldGermany
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De Oliveira JM, Dueñas JM, Morales-Vives F, Gallardo-Nieto E. Educational agents and institutions called into action in suicide prevention, intervention, and postvention. Front Psychol 2023; 14:1213751. [PMID: 37780143 PMCID: PMC10539586 DOI: 10.3389/fpsyg.2023.1213751] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Accepted: 08/22/2023] [Indexed: 10/03/2023] Open
Abstract
Introduction Suicide is the second leading cause of death in the 15 to 29 age group worldwide, and is a severe public health problem. Adolescent and young adult individuals attend educational institutions which can play an essential role in detecting and preventing suicide. For this reason, the purpose of this research is to identify what educational institutions and agents are called into action in suicide prevention, intervention, and postvention. Methods The method of systematic review of the literature based on the PRISMA protocol was used. The review protocol was registered in PROSPERO (PROSPERO 2020 CRD42020189127). The systematic review yielded 66 articles published between 1990 and February 2023. Results The results show that a wide variety of educational stakeholders are required to intervene for suicide prevention, interventions and postvention between primary education and college. The study describes the different programs that have been provided, the countries in which they have been implemented and the agents who have been targeted. It also identifies gaps in the research on suicide in the educational field. Discussion Overall, educational suicide initiatives report positive effects on participants' understanding, attitudes, and beliefs regarding suicide and suicide prevention, although some studies have expressed some caution.
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Affiliation(s)
| | - Jorge-Manuel Dueñas
- Research Center for Behavior Assessment, Psychology Department, Universitat Rovira i Virgili, Tarragona, Spain
| | - Fabia Morales-Vives
- Research Center for Behavior Assessment, Psychology Department, Universitat Rovira i Virgili, Tarragona, Spain
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Sarfo JO, Amoadu M, Obeng P, Gbordzoe NI, Debrah TP, Ofori COB, Hagan JE. Suicidal Behaviour among School-Going Adolescents in Saint Lucia: Analysis of Prevalence and Associated Factors. Behav Sci (Basel) 2023; 13:535. [PMID: 37503982 PMCID: PMC10376735 DOI: 10.3390/bs13070535] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2023] [Revised: 06/17/2023] [Accepted: 06/25/2023] [Indexed: 07/29/2023] Open
Abstract
Suicide poses a debilitating threat to adolescents' lives worldwide. Although suicide prevention efforts are evident globally, there is limited evidence on the prevalence and correlations of suicidal behaviour among school-going adolescents in Saint Lucia. We used a dataset from the 2018 Global School-based Student Health Survey to examine the prevalence and associated factors of suicidal behaviour among 1864 students from schools in Saint Lucia. Prevalence rates of 25.5%, 22.1%, and 17.5% were found for suicidal ideation, suicide plan, and suicide attempt, respectively. After adjusting for other factors, being male and having understanding parents were protective against suicidal behaviour. However, suicidal ideation was predicted by being physically attacked and bullied, parental guidance, tobacco use, loneliness, and worry. Moreover, being a victim of physical attacks and bullying, having close friends, being lonely, and worrying were predictive of making suicidal plans among adolescents. Attempting suicide was predicted by cigarette smoking, current use of tobacco and related products, bullying, having close friends, being lonely, and worrying. School-based preventive interventions are required to help address triggers of suicidal behaviour among adolescents in Saint Lucia and to help attain the targets for suicide prevention in the global Sustainable Development Goals.
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Affiliation(s)
- Jacob Owusu Sarfo
- Department of Health, Physical Education and Recreation, University of Cape Coast, Cape Coast PMB TF0494, Ghana
| | - Mustapha Amoadu
- Department of Health, Physical Education and Recreation, University of Cape Coast, Cape Coast PMB TF0494, Ghana
| | - Paul Obeng
- Department of Health, Physical Education and Recreation, University of Cape Coast, Cape Coast PMB TF0494, Ghana
| | | | - Timothy Pritchard Debrah
- Department of Nursing, Kwame Nkrumah University of Science and Technology, Private Mail Bag, University Post Office, Kumasi 00233, Ghana
| | | | - John Elvis Hagan
- Department of Health, Physical Education and Recreation, University of Cape Coast, Cape Coast PMB TF0494, Ghana
- Neurocognition and Action-Biomechanics-Research Group, Faculty of Psychology and Sports Science, Bielefeld University, Postfach 10 01 31, 33501 Bielefeld, Germany
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Sarfo JO, Obeng P, Debrah TP, Gbordzoe NI, Fosu AK. Suicidal behaviours (ideation, plan and attempt) among school-going adolescents: A study of prevalence, predisposing, and protective factors in Saint Vincent and the Grenadines. DIALOGUES IN HEALTH 2022; 1:100077. [PMID: 38515915 PMCID: PMC10954014 DOI: 10.1016/j.dialog.2022.100077] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Revised: 11/08/2022] [Accepted: 11/08/2022] [Indexed: 03/23/2024]
Abstract
Suicide occurs throughout life and is among the leading causes of death among adolescents globally. Aside from the growing literature on this serious mental health issue, little is known about the prevalence of suicide and the variables that predispose and protect adolescents against it in Saint Vincent and the Grenadines. We analysed the Global School-based Student Health Survey data collection among school-going adolescents in Saint Vincent and the Grenadines to explore the prevalence, risk and protective variables associated with suicidal behaviours. We observed prevalence rates of 26%, 26%, and 19% for suicide ideation, plan, and attempt, respectively. Furthermore, sex (being male) and having parents or guardians who understand the problems and worries of adolescents served as protective factors against all three suicide behaviours. However, we observed truancy, cigarette smoking, bullying victims (on/off school property), being cyberbullied, loneliness, and worry as risk factors for suicide ideation among adolescents. Risk for suicide plan was predicted by truancy, cigarette smoking, physical fight, bullying victims (on/off school property), being cyberbullied, loneliness, and worry. After controlling for other factors, truancy, amphetamine or methamphetamine use, cigarette smoking, physical fight, bullying victims (on/off school property), serious injury, close friends, loneliness, and worrying about life issues predicted suicide attempt risk among adolescents in Saint Vincent and the Grenadines. Early identification and suicide prevention interventions focusing on identified protective and risk factors may help minimise the prevalence of suicide behaviours among school-going adolescents in Saint Vincent and the Grenadines.
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Kajai C, Suksatan W, Promkunta N, Kamkaew N. The relationships between stress, stress-coping behaviors, and suicidal risk among Thais who had become unemployed due to the COVID-19 pandemic: A cross-sectional study. BELITUNG NURSING JOURNAL 2022; 8:446-452. [PMID: 37554486 PMCID: PMC10405652 DOI: 10.33546/bnj.2193] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2022] [Revised: 08/01/2022] [Accepted: 09/02/2022] [Indexed: 08/10/2023] Open
Abstract
BACKGROUND The COVID-19 pandemic has resulted in severe mental health problems worldwide. Thus, in addition to the high number of people who have died from infection with complications, some have committed suicide. OBJECTIVE This study aimed to determine the relationships between stress, stress-coping behaviors, and suicidal risk among those who had become unemployed in Thailand due to the COVID-19 pandemic. METHODS This study had a cross-sectional correlational design and included 447 unemployed Thais at least 18 years of age who had become unemployed due to the COVID-19 pandemic. The participants were selected through multistage sampling. A self-administered questionnaire was used for data collection. The data were then analyzed using frequency, percentage, and Spearman's correlation coefficient. RESULTS Most participants had moderate-level stress (73.16%) and stress-coping behaviors (71.81%). Almost all the participants had no suicidal risk (76.73%). The stress level and overall stress-coping behavior were positively correlated with suicidal risk (r = 0.305, p <0.01 and r = 0.352, p <0.01, respectively). CONCLUSION Stress and stress-coping behaviors were associated with suicidal risk among Thais who had become unemployed due to the COVID-19 pandemic. Hence, nurses must screen patients with psychological problems, especially those who have become unemployed due to the COVID-19 pandemic, for suicide risk. Developing interventions to reduce such patients' stress and promote appropriate stress-coping behaviors is essential.
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Affiliation(s)
- Chalermpon Kajai
- Department of Psychiatric Nursing and Community Nursing, Boromarajonani College of Nursing, Phayao, Faculty of Nursing, Praboromarajchanok Institute, Nonthaburi, Thailand
| | - Wanich Suksatan
- Department of Community Nursing, Faculty of Nursing, HRH Princess Chulabhorn College of Medical Science, Chulabhorn Royal Academy, Bangkok, Thailand
| | - Nittaya Promkunta
- Department of Women’s Nursing and Children, Faculty of Nursing, University of Phayao, Phayao, Thailand
| | - Natakorn Kamkaew
- Unit of Excellence in Clinical Research, Division of Physiology, School of Medical Sciences, University of Phayao, Phayao 56000, Thailand
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