Mapping the co-evolution of Craving, Affect, Stressors, and Access to Alcohol (CASA) using responsive EMA

摘要 酒精使用障碍(AUD)在治疗后很难恢复，43%-83%的人在治疗后复发 出院。这些长期的高比率之所以出现，部分原因是我们对共同进化的了解存在差距。 目前，在那些从AUD中恢复的人中，与复发相关的风险机制，包括渴望， 消极情绪、压力源和酗酒(CASA)。这四个因素在重要的 缓冲复发风险的保护性因素(例如，改善的清醒支持和相关的心理社会功能 通过治疗后社区AUD恢复计划)，以及基于背景的风险因素，如近在咫尺 可以买到酒的地方。该项目的近期目标是开发评估和 了解这些环境/背景因素对戒酒患者长期康复的影响 研究目标是开发有效的及时干预措施，以降低复发风险。在这个项目中， 我们将通过响应性生态瞬时评估(REMA)利用新的评估方法 由我们团队开发的系统。这个基于应用程序的系统允许研究人员将地理空间、时间- 加强监测(和及时提供干预措施)的具体和针对事件的标准 在治疗后环境中康复的病人。与NIAAA的PA-18-620保持一致，该项目旨在建立 基础证据和完善数据收集/分析战略，以实现我们的长期目标， 通过以下具体目标：目标1)试点使用我们的Rema平台来捕获细粒度的纵向数据 在30天内对60名戒酒康复者的渴求、情感、压力源和酒精获取情况进行评估 CASA在REMA数据中构建有效性并评估数据缺失的程度和影响；目标2)测试 激励模式，将告知我们最大限度地遵守REMA议定书的最佳做法； 目的3)开发基于分析策略的REMA数据机器学习模型，以预测迫在眉睫的风险和 量化CASA变量之间的因果路径。为了实现这些目标，我们将招募和招收成年人 (n=60；50%女性)在中原地区接受非住院居民AUD治疗。使用智能手机 使用GPS监控技术进行评估，我们将从以下方面收集纵向行为和经验数据 每个参与者超过30天。对这些数据的分析将促进我们对共同进化的理解 影响恢复工作成败的背景/社会-环境因素，同时建立 基于特定时间/特定事件的智能手机即时干预可能来自的基础证据 发展起来的。该项目的最后阶段包括设立一个咨询和传播委员会，由 地方和国家一级的利益攸关方、AUD治疗从业者和其他研究人员将指导 这种干预的发展。这组人中包括两家非住院住宿机构的董事 物质处理设施在项目的所有阶段充当项目的社区合作伙伴。

ABSTRACT Recovering from Alcohol Use Disorders (AUD) following treatment is difficult, with 43-83% relapsing post- discharge. These chronically high rates arise, in part, because of a gap in our knowledge about the co-evolution of in the moment risk mechanisms associated with relapse among those recovering from AUD, including Craving, Negative Affect, Stressors and Access to alcohol (CASA). These four factors co-evolve among important protective factors that buffer relapse risk (e.g., improved sober support and psychosocial function associated with post-treatment community AUD recovery programs), and context-based risk factors such as near-at-hand places where alcohol is available. The immediate goal of this project is to develop the means to assess and understand the impact of these environmental/contextual factors for recovering alcoholics, towards a longer term research objective of developing effective just-in-time interventions that mitigate the risk of relapse. In this project, we will leverage novel assessment methodologies via a responsive ecological momentary assessment (rEMA) system developed by our team. This app-based system allows researchers to incorporate geospatial, time- specific and event-specific criteria for enhanced monitoring of (and just-in-time delivery of interventions to) recovering patients in post-treatment settings. Consistent with PA-18-620 from NIAAA, this project aims to build foundational evidence and refine the data collection/analysis strategy needed to achieve our long term objective, via the following specific aims: Aim 1) Pilot the use of our rEMA platform to capture fine-grained longitudinal data on Craving, Affect, Stressors and Access to alcohol among 60 recovering alcoholics across 30 days, to evaluate CASA construct validity within rEMA data and assess the extent and impact of data missingness; Aim 2) Test incentive modalities that will inform us regarding best practices that maximize adherence to the rEMA protocol; Aim 3) Develop analytic strategies based machine-learning models of rEMA data, to forecast imminent risk and quantify causal pathways among CASA variables. To accomplish these aims, we will recruit and enroll adults (n=60; 50% female) in non-hospitalized residential AUD treatments in the Central Plains. Using smartphone assessment with GPS monitoring technology, we will collect longitudinal behavioral and experiential data from each participant over 30 days. Analysis of these data will advance our understanding of co-evolving contextual/social-environmental factors that impact the success/failure of the recovery effort, while establishing foundational evidence from which time/event-specific smartphone-based just-in-time interventions may be developed. The final phase of the project includes the creation of an advisory and dissemination board composed of local and national-level stakeholders, AUD treatment practitioners and other researchers that will guide the development of such an intervention. Included in this group are the directors of two non-hospitalized residential substance treatment facilities that function as community partners for the project through all project stages.