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预测物质使用治疗后青少年首次无家可归的因素。

Predictors of Adolescents' First Episode of Homelessness Following Substance Use Treatment.

机构信息

Suzanne Dworak-Peck School of Social Work, University of Southern California, Los Angeles, California.

Suzanne Dworak-Peck School of Social Work, University of Southern California, Los Angeles, California.

出版信息

J Adolesc Health. 2020 Apr;66(4):408-415. doi: 10.1016/j.jadohealth.2019.11.312. Epub 2020 Feb 10.

Abstract

PURPOSE

A growing body of research has identified correlates (i.e., predictors) of youth homelessness. However, such risk and protective factors have not been identified for youth receiving substance use treatment. Using characteristics collected at treatment intake, the present study sought to identify predictors of youths' first episode of homelessness during the 12 months after substance use treatment entry.

METHODS

Data come from a longitudinal study of adolescents (n = 17,911; aged 12-17 years) receiving substance use treatment throughout the U.S. Participants completed surveys at intake and at 3, 6, and 12 months later. Logistic regression and Lasso machine learning regression were used to predict participants' first episode of homelessness in the 12 months after treatment intake.

RESULTS

After excluding adolescents reporting previous experiences of homelessness, 5.0% of adolescents reported their first episode of homelessness over the 12 months after treatment intake. The results from logistic and lasso models were generally consistent. Final models revealed that adolescents who were older, male, reported more victimization experiences, mental health problems, family problems, deviant peer relationships, and substance use problems (more treatment episodes and illicit drug dependence) were more likely to report experiencing homelessness. Hispanic/Latino adolescents were less likely to experience homelessness, compared with white adolescents.

CONCLUSIONS

The results point to the important risk and protective factors that can be assessed at treatment entry to identify adolescents at greater risk of experiencing their first episode of homelessness.

摘要

目的

越来越多的研究已经确定了与青年无家可归相关的因素(即预测因素)。然而,对于接受药物滥用治疗的青年,尚未确定这些风险和保护因素。本研究利用治疗开始时收集的特征,试图确定药物滥用治疗开始后 12 个月内青年首次无家可归的预测因素。

方法

数据来自一项对美国各地接受药物滥用治疗的青少年(n=17911;年龄 12-17 岁)的纵向研究。参与者在治疗开始时以及 3、6 和 12 个月后完成了调查。逻辑回归和套索机器学习回归用于预测参与者在治疗开始后 12 个月内首次无家可归的情况。

结果

在排除了报告之前有过无家可归经历的青少年后,5.0%的青少年在治疗开始后 12 个月内报告了首次无家可归。逻辑和套索模型的结果基本一致。最终模型表明,年龄较大、男性、报告更多受害经历、心理健康问题、家庭问题、不良同伴关系和药物使用问题(更多治疗次数和非法药物依赖)的青少年更有可能报告无家可归。与白人青少年相比,西班牙裔/拉丁裔青少年无家可归的可能性较小。

结论

研究结果指出了在治疗开始时可以评估的重要风险和保护因素,以识别出更有可能首次经历无家可归的青少年。

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