Center for the Study of Healthcare Innovation, Implementation and Policy, VA Greater Los Angeles Healthcare System, U.S. Department of Veteran Affairs, North Hills, CA, United States.
The Lundquist Institute for Biomedical Research, Torrance, CA, United States.
JMIR Hum Factors. 2023 Oct 24;10:e46909. doi: 10.2196/46909.
Early intervention in mental health crises can prevent negative outcomes. A promising new direction is remote mental health monitoring using smartphone technology to passively collect data from individuals to rapidly detect the worsening of serious mental illness (SMI). This technology may benefit patients with SMI, but little is known about health IT acceptability among this population or their mental health clinicians.
We used the Health Information Technology Acceptability Model to analyze the acceptability and usability of passive mobile monitoring and self-tracking among patients with serious mental illness and their mental health clinicians.
Data collection took place between December 2020 and June 2021 in 1 Veterans Administration health care system. Interviews with mental health clinicians (n=16) assessed the acceptability of mobile sensing, its usefulness as a tool to improve clinical assessment and care, and recommendations for program refinements. Focus groups with patients with SMI (n=3 groups) and individual usability tests (n=8) elucidated patient attitudes about engaging in health IT and perceptions of its usefulness as a tool for self-tracking and improving mental health assessments.
Clinicians discussed the utility of web-based data dashboards to monitor patients with SMI health behaviors and receiving alerts about their worsening health. Potential benefits included improving clinical care, capturing behaviors patients do not self-report, watching trends, and receiving alerts. Clinicians' concerns included increased workloads tied to dashboard data review, lack of experience using health IT in clinical care, and how SMI patients' associated paranoia and financial instability would impact patient uptake. Despite concerns, all mental health clinicians stated that they would recommend it. Almost all patients with SMI were receptive to using smartphone dashboards for self-monitoring and having behavioral change alerts sent to their mental health clinicians. They found the mobile app easy to navigate and dashboards easy to find and understand. Patient concerns centered on privacy and "government tracking," and their phone's battery life and data plans. Despite concerns, most reported that they would use it.
Many people with SMI would like to have mobile informatics tools that can support their illness and recovery. Similar to other populations (eg, older adults, people experiencing homelessness) this population presents challenges to adoption and implementation. Health care organizations will need to provide resources to address these and support successful illness management. Clinicians are supportive of technological approaches, with adapting informatics data into their workflow as the primary challenge. Despite clear challenges, technological developments are increasingly designed to be acceptable to patients. The research development-clinical deployment gap must be addressed by health care systems, similar to computerized cognitive training. It will ensure clinicians operate at the top of their skill set and are not overwhelmed by administrative tasks, data summarization, or reviewing data that do not indicate a need for intervention.
INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): RR2-10.2196/39010.
心理健康危机的早期干预可以预防不良后果。一个很有前途的新方向是使用智能手机技术进行远程心理健康监测,以被动地从个人那里收集数据,从而快速检测严重精神疾病(SMI)的恶化。这项技术可能对 SMI 患者有益,但人们对该人群的健康信息技术接受程度或他们的心理健康临床医生知之甚少。
我们使用健康信息技术接受模型分析了 SMI 患者及其心理健康临床医生对被动移动监测和自我跟踪的接受程度和可用性。
数据收集于 2020 年 12 月至 2021 年 6 月在 1 个退伍军人事务部医疗保健系统中进行。对心理健康临床医生(n=16)的访谈评估了移动感应的可接受性、作为改善临床评估和护理的工具的有用性,以及改进方案的建议。与 SMI 患者(n=3 组)进行焦点小组讨论和与 8 名患者进行单独的可用性测试,阐明了患者对参与健康信息技术的态度以及对自我跟踪和改善心理健康评估的工具的看法。
临床医生讨论了基于网络的数据仪表板在监测 SMI 患者健康行为和接收有关其健康恶化的警报方面的效用。潜在的好处包括改善临床护理、捕捉患者不自报的行为、观察趋势和接收警报。临床医生的担忧包括与仪表板数据审查相关的工作量增加、在临床护理中使用健康信息技术方面缺乏经验,以及 SMI 患者的相关妄想和财务不稳定将如何影响患者的接受程度。尽管存在担忧,但所有心理健康临床医生都表示会推荐它。几乎所有 SMI 患者都愿意使用智能手机仪表板进行自我监测,并将行为改变警报发送给他们的心理健康临床医生。他们发现移动应用程序易于导航,仪表板易于查找和理解。患者的担忧集中在隐私和“政府跟踪”,以及他们手机的电池寿命和数据计划。尽管存在担忧,但大多数人表示他们会使用它。
许多 SMI 患者都希望拥有能够支持他们疾病和康复的移动信息学工具。与其他人群(例如,老年人、无家可归者)一样,该人群在采用和实施方面存在挑战。医疗保健组织将需要提供资源来解决这些问题,并支持成功的疾病管理。临床医生支持技术方法,将信息学数据纳入其工作流程是主要挑战。尽管存在明显的挑战,但技术发展越来越被患者所接受。必须由医疗保健系统解决研究开发-临床部署差距,类似于计算机认知训练。这将确保临床医生能够发挥其最高技能水平,并且不会被行政任务、数据汇总或审查不表明需要干预的数据所淹没。
国际注册报告标识符(IRRID):RR2-10.2196/39010。