Nesbitt Brittany, Virgadamo Danielle, Aguirre Carlos, DeCamp Matthew, Dredze Mark, Harrigian Keith, Lhaksampa Tenzin, Meuchel Jennifer M, Meyer Aja M, Walker Alex, Zirikly Ayah, Chisolm Margaret S, Zandi Peter P, Miller Leslie
Kennedy Krieger Institute, Baltimore, MD, United States.
Whiting School of Engineering, Johns Hopkins University, Baltimore, MD, United States.
JMIR Res Protoc. 2025 Mar 5;14:e63279. doi: 10.2196/63279.
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.
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.
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.
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.
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.
ClinicalTrials.gov NCT03925038; https://clinicaltrials.gov/study/NCT03925038.
INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/63279.
情绪和焦虑障碍是常见的心理健康诊断。大量研究表明,基于测量的护理可用于监测患者症状、功能及治疗进展,并有助于指导临床决策和制定治疗目标协作方案,能改善这些疾病患者的治疗效果。纳入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护理的一种创新方法。近期数据显示,心理健康临床医生和患者都有兴趣且愿意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益处尚未得到充分评估。
本研究旨在开发一个用于跟踪患者数字社交活动的电子仪表盘,以及一个实用随机试验方案,以测试在抑郁症或焦虑症患者的实际临床护理中使用该仪表盘的可行性和有效性。
我们开发了一个个性化电子仪表盘,用于跟踪患者的电子通信和社交媒体活动,通过关键图形可视化这些互动的数据,并提供一个可轻松集成到常规临床护理中的工具,供临床医生和患者在治疗过程中使用。然后,我们设计了一项随机试验,以评估与常规治疗相比,在实际护理中使用电子仪表盘的可行性和有效性。该试验纳入了年龄≥12岁、患有情绪或焦虑障碍且在约翰霍普金斯医疗系统和肯尼迪·克里格研究所门诊精神科接受治疗的患者。主要结局包括患者自评抑郁症状的变化。次要结局包括患者自评焦虑症状和整体功能的变化。探索性分析考察干预对治疗联盟指标和临床可操作靶点检测的影响。
我们成功开发了一个用于跟踪患者电子通信和社交媒体活动的电子仪表盘,并实施了一项评估在情绪或焦虑障碍常规护理中使用该仪表盘的可行性和有效性的方案。该方案已获得约翰霍普金斯大学医学院机构审查委员会的批准。在本研究中,我们报告了开发仪表盘并在实际环境中进行测试时的技术、伦理和实际考虑因素。
在精神卫生保健治疗中整合电子仪表盘以监测数字社交活动是新颖的。本研究考察了仪表盘的可行性和有效性以及实施该方案所面临的挑战。从开展和实施本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辅助信息的价值以及如何以可接受且临床有效的方式进行收集的讨论提供参考。
ClinicalTrials.gov NCT03925038;https://clinicaltrials.gov/study/NCT03925038。
国际注册报告识别码(IRRID):DERR1-10.2196/63279。