利用决策树分析法建立精神病患者非自杀性自伤的预测模型。

IF 2.6 4区 医学 Q1 MEDICINE, GENERAL & INTERNAL
Kawon Kim, Sungbum Woo, Seok Hyeon Kim, Sungwon Roh, Sojung Kim
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引用次数: 0

摘要

目的:非自杀性自伤(NSSI)在临床人群中的发病率高于社区样本,因此有必要研究该群体中 NSSI 的预测因素。本研究旨在建立韩国精神病患者 NSSI 的预测模型:对 224 名精神病患者样本进行了决策树分析。情绪调节策略(反刍、认知再评价和表达性抑制)、冲动性、问题性饮酒、工作记忆、抑郁情绪和性别被纳入模型,作为 NSSI 的预测因素:结果表明,反刍、酗酒问题和工作记忆可预测精神病患者终生的 NSSI 行为。反刍是预测终生 NSSI 行为的最佳指标。具体来说,当反刍水平较高时,工作记忆水平较低,NSSI 风险较高。在反刍水平低的情况下,问题酒精使用水平越高,NSSI 风险越高。在反刍水平高和工作记忆水平低的亚组患者中,终生参与 NSSI 的发生率最高:本研究的主要贡献在于找到了预测韩国精神病患者 NSSI 高危人群的综合因素。本研究为反刍、工作记忆和问题性饮酒对 NSSI 的影响提供了证据。建议临床医生和研究人员在预防和治疗 NSSI 时应更多关注情绪调节和相关脆弱性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Prediction Model of Non-Suicidal Self-Injury in Psychiatric Patients Using Decision Tree Analysis.

Purpose: The prevalence rate of non-suicidal self-injury (NSSI) in the clinical population is higher than that in the community sample, necessitating the need to investigate the predicting factors of NSSI in this group. The present study aimed to develop a prediction model of NSSI among psychiatric patients in Korea.

Materials and methods: Decision tree analysis was conducted on a sample of 224 psychiatric patients. Emotion regulation strategies (rumination, cognitive reappraisal, and expressive suppression), impulsivity, problematic alcohol use, working memory, depressive mood, and gender were included in the model as predictors of NSSI.

Results: Results indicated that rumination, problematic alcohol use, and working memory predicted lifetime NSSI engagement among psychiatric patients. The best predictor of lifetime NSSI engagement was rumination. Specifically, when the level of rumination was high, the level of working memory was lower, and the risk of NSSI was higher. In the case of low levels of rumination, the higher the level of problematic alcohol use, the higher the risk of NSSI. The highest prevalence of lifetime NSSI engagement was found in a subgroup of patients with high levels of rumination and low levels of working memory.

Conclusion: The major contribution of this study is finding a combination of factors to predict the high-risk group of NSSI among psychiatric patients in Korea. This study provides evidence on the effect of rumination, working memory, and problematic alcohol use on NSSI. It is suggested that clinicians and researchers should pay more attention to emotion regulation and related vulnerabilities in preventing and treating NSSI.

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来源期刊
Yonsei Medical Journal
Yonsei Medical Journal 医学-医学:内科
CiteScore
4.50
自引率
0.00%
发文量
167
审稿时长
3 months
期刊介绍: The goal of the Yonsei Medical Journal (YMJ) is to publish high quality manuscripts dedicated to clinical or basic research. Any authors affiliated with an accredited biomedical institution may submit manuscripts of original articles, review articles, case reports, brief communications, and letters to the Editor.
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