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基于群体轨迹模型和家庭相关决定因素的决策树分析的青少年非自杀性自伤行为轨迹的异质性

Heterogeneity in Adolescents' Non-Suicidal Self-Injury Behaviour Trajectories Based on the Group-Based Trajectory Model and a Decision Tree Analysis of Family-Related Determinants.

作者信息

Li Linbo, Yang Hui

机构信息

College of Nursing, Shanxi Medical University, Taiyuan, Shanxi, People's Republic of China.

出版信息

Psychol Res Behav Manag. 2023 Aug 25;16:3359-3371. doi: 10.2147/PRBM.S427090. eCollection 2023.

Abstract

BACKGROUND

Non-suicidal self-injury (NSSI) is a global public health problem. While some studies have noted the importance of behavioural development patterns in NSSI, most NSSI research is based on cross-sectional survey data. Few studies explore the time-series heterogeneity of trajectories of NSSI symptoms and family-related influencing factors of NSSI.

AIM

The purpose of the study was to identify the heterogeneity in trajectories of adolescents' NSSI behaviour and their family-related influencing factors.

METHODS

The group-based trajectory model (GBTM) was used to identify the heterogeneity in the NSSI behaviour trajectories of 208 adolescents in China. Next, the decision tree model (DTM) was used to analyse which family related factors influence the trajectory type.

RESULTS

The GBTM revealed two heterogeneous trajectories of NSSI behaviour: the high-risk and low-risk NSSI behaviour groups. Next, DTM's average accuracy was 83.2%. A total of seven independent variables were used for the DTM: gender, number of NSSIs in the past month, and family economic, family structure, family conflict, parental psychological control, parental behavior control and family intimacy risks. Family conflict risk was located at the root node and was the most important factor.

CONCLUSION

Heterogeneity within the population should be considered in the management of adolescents' NSSI behaviours. Further, from the perspective of family system theory and cumulative risk, focusing on the adverse effect of multiple risk factors on adolescents' NSSI addiction is more meaningful rather than the impact of single risk factors. Studies that use time series data should focus on the trend of dynamic changes in NSSI addiction characteristics over time.

摘要

背景

非自杀性自伤(NSSI)是一个全球性的公共卫生问题。虽然一些研究已经指出行为发展模式在NSSI中的重要性,但大多数NSSI研究是基于横断面调查数据。很少有研究探讨NSSI症状轨迹的时间序列异质性以及NSSI的家庭相关影响因素。

目的

本研究的目的是识别青少年NSSI行为轨迹的异质性及其家庭相关影响因素。

方法

采用基于群体的轨迹模型(GBTM)来识别208名中国青少年NSSI行为轨迹的异质性。接下来,使用决策树模型(DTM)分析哪些家庭相关因素影响轨迹类型。

结果

GBTM揭示了NSSI行为的两种异质性轨迹:高风险和低风险NSSI行为组。接下来,DTM的平均准确率为83.2%。DTM共使用了七个自变量:性别、过去一个月的NSSI次数、家庭经济、家庭结构、家庭冲突、父母心理控制、父母行为控制和家庭亲密风险。家庭冲突风险位于根节点,是最重要的因素。

结论

在管理青少年NSSI行为时应考虑人群内部的异质性。此外,从家庭系统理论和累积风险的角度来看,关注多种风险因素对青少年NSSI成瘾的不利影响比单一风险因素的影响更有意义。使用时间序列数据的研究应关注NSSI成瘾特征随时间的动态变化趋势。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/290e/10465360/6acd9726d78c/PRBM-16-3359-g0001.jpg

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