没有显示物质使用障碍的态度预测者 退伍军人治疗摄入量
James M Bjork1,2, Indranil Sahoo3, Angela J Zaur4
1Mental Health Service, Richmond Veterans Affairs Medical Center, Richmond, VA, USA.
Substance use : research and treatment
|December 2, 2025
概括
退伍军人对物质使用障碍 (SUD) 和治疗的态度可以帮助预测他们是否会参加最初的摄入预约. 识别这些因素可能会改善SUD退伍军人的治疗参与.
科学领域:
- 精神病学是一个精神病学.
- 医疗保健服务研究 医疗服务研究
- 机器学习 机器学习
背景情况:
- 药物使用障碍 (SUD) 显著影响退伍军人,尽管有治疗.
- 许多患有SUD的退伍军人错过了他们最初的摄入预约,阻碍了护理的准入.
- 使用患者态度来预测没有出现的情况是一个研究不足的领域.
研究的目的:
- 评估探讨退伍军人对SUD和治疗的态度的可行性.
- 为了确定这些态度是否可以预测错过的摄入预约.
主要方法:
- 一项初步研究调查了79名预定接受SUD治疗的退伍军人.
- 通过邮件,应用程序或采访收集的数据包括对SUD和治疗的态度.
- 机器学习 (ML) 分析了响应,以预测没有出现的情况.
主要成果:
- 年龄较大,等待时间较长,医疗执法较低预计不会出现.
- 态度预测因素包括高渴望,对成的信念,对过去提供者的不信任以及康复社区的参与.
- ML确定了预测没有出现的关键态度和人口统计因素.
结论:
- 查询退伍军人的态度是可行的,可以预测错过的约会.
- 用更大的样本进行进一步的研究可以完善没有显示的风险评估.
- 调查结果可能会为改善SUD退伍军人治疗参与度的干预措施提供信息.
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