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城市无家可归成年人住房状态转变:贝叶斯马尔可夫模型。

Transitions between Housing States among Urban Homeless Adults: a Bayesian Markov Model.

机构信息

Appalachian State University, Boone, NC, USA.

出版信息

J Urban Health. 2018 Jun;95(3):423-430. doi: 10.1007/s11524-018-0236-8.

Abstract

The purpose of this study is to explore how marginalization, substance abuse, and service utilization influence the transitions between streets, shelters, and housed states over the course of 2 years in a population of urban homeless adults. Survey responses from three yearly interviews of 400 homeless adults were matched with administrative services data collected from regional health, mental health, and housing service providers. To estimate the rates of transition between housed, street, and shelter status, a multi-state Markov model was developed within a Bayesian framework. These transition rates were then regressed on a set of independent variables measuring demographics, marginalization, substance abuse, and service utilization. Transitions from housing to shelters or streets were associated with not being from the local area, not having friends or family to count on, and unemployment. Pending charges and a recent history of being robbed were associated with the shelters-to-streets transition. Remaining on the streets was uniquely associated with engagement in "shadow work" and, surprisingly, a high use of routine services. These findings paint a picture of unique and separate processes for different types of housing transitions. These results reinforce the importance of focusing interventions on the needs of these unique housing transitions, paying particular attention to prior housing patterns, substance abuse, and the different ways that homeless adults are marginalized in our society.

摘要

本研究旨在探讨边缘化、药物滥用和服务利用如何影响城市无家可归成年人在 2 年内从街头、收容所到住房状态的转变。对 400 名无家可归成年人进行的三次年度访谈的调查回复与从地区健康、心理健康和住房服务提供者收集的行政服务数据相匹配。为了估计住房、街头和收容所状态之间的转变率,在贝叶斯框架内开发了一个多状态马尔可夫模型。然后,将这些转变率回归到一组衡量人口统计学、边缘化、药物滥用和服务利用的独立变量上。从住房到收容所或街头的转变与不是本地居民、没有可以依靠的朋友或家人以及失业有关。待决指控和最近被抢劫的经历与从收容所到街头的转变有关。留在街头与从事“影子工作”有关,令人惊讶的是,还与常规服务的大量使用有关。这些发现描绘了不同类型住房转变的独特和独立的过程。这些结果强调了将干预措施集中在这些独特的住房转变需求上的重要性,特别要注意先前的住房模式、药物滥用以及无家可归成年人在我们社会中受到的不同边缘化方式。

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本文引用的文献

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Healthcare experiences of the homeless.无家可归者的医疗保健经历。
J Am Acad Nurse Pract. 2009 Jan;21(1):39-46. doi: 10.1111/j.1745-7599.2008.00371.x.
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Out-of-hospital and emergency department utilization by adult homeless patients.成年无家可归患者的院外及急诊科就诊情况。
Ann Emerg Med. 2007 Dec;50(6):646-52. doi: 10.1016/j.annemergmed.2007.07.015. Epub 2007 Oct 24.

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