An exploratory study on spatiotemporal clustering of suicide in Korean adolescents.

IF 3.4 3区 医学 Q1 PEDIATRICS Child and Adolescent Psychiatry and Mental Health Pub Date : 2024-05-10 DOI:10.1186/s13034-024-00745-9
Won-Seok Choi, Beop-Rae Roh, Duk-In Jon, Vin Ryu, Yunhye Oh, Hyun Ju Hong
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Abstract

Background: Adolescent suicides are more likely to form clusters than those of other age groups. However, the definition of a cluster in the space-time dimension has not been established, neither are the factors contributing to it well known. Therefore, this study aimed to identify space-time clusters in adolescent suicides in Korea and to examine the differences between clustered and non-clustered cases using novel statistical methods.

Methods: From 2016 to 2020, the dates and locations, including specific addresses from which the latitude and longitude of all student suicides (aged 9-18 years) in Korea were obtained through student suicide reports. Sociodemographic characteristics of the adolescents who died by suicide were collected, and the individual characteristics of each student who died by suicide were reported by teachers using the Strengths and Difficulties Questionnaire (SDQ). Density-Based Spatial Clustering of Applications with Noise (DBSCAN) analysis was used to assess the clustering of suicides.

Results: We identified 23 clusters through the data analysis of 652 adolescent suicides using DBSCAN. By comparing the size of each cluster, we identified 63 (9.7%) spatiotemporally clustered suicides among adolescents, and the temporal range of these clusters was 7-59 days. The suicide cluster group had a lower economic status than the non-clustered group. There were no significant differences in other characteristics between the two groups.

Conclusion: This study has defined the space-time cluster of suicides using a novel statistical method. Our findings suggest that when an adolescent suicide occurs, close monitoring and intervention for approximately 2 months are needed to prevent subsequent suicides. Future research using DBSCAN needs to involve a larger sample of adolescents from various countries to further corroborate these findings.

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关于韩国青少年自杀时空聚类的探索性研究。
背景:与其他年龄组的自杀者相比,青少年自杀更有可能形成集群。然而,时空维度上的集群定义尚未确立,导致集群的因素也不为人所知。因此,本研究旨在确定韩国青少年自杀的时空集群,并利用新型统计方法研究集群与非集群案例之间的差异:从 2016 年到 2020 年,通过学生自杀报告获得了韩国所有学生自杀(9-18 岁)的日期和地点,包括经纬度的具体地址。收集了自杀身亡青少年的社会人口学特征,自杀身亡学生的个人特征由教师使用优势与困难问卷(SDQ)进行报告。我们采用基于密度的带噪声空间聚类(DBSCAN)分析来评估自杀事件的聚类情况:通过使用 DBSCAN 对 652 例青少年自杀事件进行数据分析,我们确定了 23 个聚类。通过比较每个聚类的规模,我们发现了63起(9.7%)青少年时空聚类自杀事件,这些聚类的时间范围为7-59天。自杀集群组的经济地位低于非集群组。两组之间的其他特征无明显差异:本研究采用新颖的统计方法界定了自杀者的时空聚类。我们的研究结果表明,当发生青少年自杀事件时,需要进行大约两个月的密切监测和干预,以防止后续自杀事件的发生。今后利用 DBSCAN 进行的研究需要对来自不同国家的青少年进行更大规模的抽样调查,以进一步证实这些发现。
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来源期刊
Child and Adolescent Psychiatry and Mental Health
Child and Adolescent Psychiatry and Mental Health PEDIATRICSPSYCHIATRY-PSYCHIATRY
CiteScore
7.00
自引率
3.60%
发文量
84
审稿时长
16 weeks
期刊介绍: Child and Adolescent Psychiatry and Mental Health, the official journal of the International Association for Child and Adolescent Psychiatry and Allied Professions, is an open access, online journal that provides an international platform for rapid and comprehensive scientific communication on child and adolescent mental health across different cultural backgrounds. CAPMH serves as a scientifically rigorous and broadly open forum for both interdisciplinary and cross-cultural exchange of research information, involving psychiatrists, paediatricians, psychologists, neuroscientists, and allied disciplines. The journal focusses on improving the knowledge base for the diagnosis, prognosis and treatment of mental health conditions in children and adolescents, and aims to integrate basic science, clinical research and the practical implementation of research findings. In addition, aspects which are still underrepresented in the traditional journals such as neurobiology and neuropsychology of psychiatric disorders in childhood and adolescence are considered.
期刊最新文献
Correction: Forensic child & adolescent psychiatry and psychology in Europe. Network analysis of influential risk factors in adolescent suicide attempters. Latent class analysis of actigraphy within the depression early warning (DEW) longitudinal clinical youth cohort. Prevalence of depressive symptoms among children and adolescents in china: a systematic review and meta-analysis. How does emotional insecurity affect non-suicidal self-injury among Chinese early adolescents: a longitudinal study.
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