Testing a Dashboard Intervention for Tracking Digital Social Media Activity in Clinical Care of Individuals With Mood and Anxiety Disorders: Protocol and Design Considerations for a Pragmatic Randomized Trial.

IF 1.5 Q3 HEALTH CARE SCIENCES & SERVICES JMIR Research Protocols Pub Date : 2025-03-05 DOI:10.2196/63279
Brittany Nesbitt, Danielle Virgadamo, Carlos Aguirre, Matthew DeCamp, Mark Dredze, Keith Harrigian, Tenzin Lhaksampa, Jennifer M Meuchel, Aja M Meyer, Alex Walker, Ayah Zirikly, Margaret S Chisolm, Peter P Zandi, Leslie Miller
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Abstract

Background: Mood and anxiety disorders are prevalent mental health diagnoses. Numerous studies have shown that measurement-based care, which is used to monitor patient symptoms, functioning, and treatment progress and help guide clinical decisions and collaboration on treatment goals, can improve outcomes in patients with these disorders. Including digital information regarding patients' electronic communications and social media activity is an innovative approach to augmenting measurement-based care. Recent data indicate interest and willingness from both mental health clinicians and patients to share this type of digital information in treatment sessions. However, the clinical benefit of systematically doing this has been minimally evaluated.

Objective: This study aims to develop an electronic dashboard for tracking patients' digital social activity and a protocol for a pragmatic randomized trial to test the feasibility and efficacy of using the dashboard in real-world clinical care of patients with depression or anxiety disorders.

Methods: We developed a personalized electronic dashboard that tracks patients' electronic communications and social media activity, visualizes data on these interactions through key graphics and figures, and provides a tool that can be readily integrated into routine clinical care for use by clinicians and patients during treatment sessions. We then designed a randomized trial to evaluate the feasibility and effectiveness of using the electronic dashboard in real-world care compared to treatment as usual. The trial included patients aged ≥12 years with a mood or anxiety disorder who were receiving treatment in outpatient psychiatry clinics in the Johns Hopkins Health System and the Kennedy Krieger Institute. The primary outcome includes changes in patient-rated depression symptoms. Secondary outcomes include changes in patient-rated anxiety symptoms and overall functioning. Exploratory analyses examine the impact of the intervention on measures of therapeutic alliance and the detection of clinically actionable targets.

Results: We successfully developed an electronic dashboard for tracking patients' electronic communications and social media activity, and we implemented a protocol for evaluating the feasibility and efficacy of using the dashboard in routine care for mood or anxiety disorders. The protocol was approved by the Johns Hopkins University School of Medicine Institutional Review Board. In this study, we report the technological, ethical, and pragmatic considerations in developing the dashboard and testing it in a real-world setting.

Conclusions: The integration of an electronic dashboard to monitor digital social activity in mental health care treatment is novel. This study examines the feasibility and effectiveness of the dashboard and the challenges in implementing this protocol. The lessons learned from developing and implementing the study will inform ongoing discussions about the value of gathering collateral information on patients' digital social activity and how to do so in a way that is acceptable and clinically effective.

Trial registration: ClinicalTrials.gov NCT03925038; https://clinicaltrials.gov/study/NCT03925038.

International registered report identifier (irrid): DERR1-10.2196/63279.

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在情绪和焦虑障碍患者的临床护理中,测试跟踪数字社交媒体活动的仪表板干预:实用随机试验的方案和设计考虑。
背景:情绪和焦虑障碍是常见的心理健康诊断。大量研究表明,用于监测患者症状、功能和治疗进展并帮助指导临床决策和治疗目标协作的基于测量的护理可以改善这些疾病患者的预后。包括有关患者电子通信和社交媒体活动的数字信息是增强基于测量的护理的一种创新方法。最近的数据表明,心理健康临床医生和患者都有兴趣和意愿在治疗过程中分享这类数字信息。然而,系统地这样做的临床效益已经得到了最低限度的评估。目的:本研究旨在开发一种跟踪患者数字社交活动的电子仪表板,并为一项实用的随机试验制定方案,以测试在抑郁症或焦虑症患者的现实临床护理中使用仪表板的可行性和有效性。方法:我们开发了一个个性化的电子仪表板,跟踪患者的电子通信和社交媒体活动,通过关键图形和数字可视化这些互动的数据,并提供了一个工具,可以很容易地集成到常规临床护理中,供临床医生和患者在治疗期间使用。然后,我们设计了一项随机试验,以评估在实际护理中使用电子仪表板与常规治疗相比的可行性和有效性。该试验纳入年龄≥12岁的患有情绪或焦虑障碍的患者,这些患者在约翰霍普金斯卫生系统和肯尼迪克里格研究所的门诊精神病学诊所接受治疗。主要结果包括患者评价的抑郁症状的改变。次要结果包括患者评定的焦虑症状和整体功能的改变。探索性分析考察了干预对治疗联盟措施和临床可操作目标检测的影响。结果:我们成功开发了一种电子仪表板,用于跟踪患者的电子通信和社交媒体活动,并实施了一项方案,用于评估在情绪或焦虑障碍的常规护理中使用仪表板的可行性和有效性。该方案由约翰霍普金斯大学医学院机构审查委员会批准。在这项研究中,我们报告了在开发仪表板和在现实世界环境中测试它时的技术、伦理和实用考虑。结论:在精神卫生保健治疗中集成电子仪表板来监测数字社会活动是新颖的。本研究考察了仪表板的可行性和有效性以及实现该协议的挑战。从开发和实施该研究中吸取的经验教训将为正在进行的关于收集患者数字社交活动附带信息的价值以及如何以可接受和临床有效的方式进行收集的讨论提供信息。试验注册:ClinicalTrials.gov NCT03925038;https://clinicaltrials.gov/study/NCT03925038.International注册报告标识符(irrid): DERR1-10.2196/63279。
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