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通过可穿戴设备收集现实生活中的心理生理数据以更好地了解儿童精神病中心的儿童行为:可行性与实施的混合方法研究

Collecting Real-Life Psychophysiological Data via Wearables to Better Understand Child Behavior in a Children's Psychiatric Center: Mixed Methods Study on Feasibility and Implementation.

作者信息

Hagoort Karin, Smeets Kirsten, Koldijk Saskia, Scheepers Floortje, Velders Fleur

机构信息

Department of Psychiatry, University Medical Center Utrecht, Heidelberglaan 100, Utrecht, 3584 CX, The Netherlands, +31 648463649.

出版信息

JMIR Form Res. 2025 May 30;9:e65559. doi: 10.2196/65559.

Abstract

BACKGROUND

In the field of mental health care, the incorporation of wearable devices into routine clinical practice continues to face significant challenges, despite the presence of supporting scientific evidence. Crossing the wasteland between the trial world and the real world is full of obstacles that often only become apparent during the implementation process.

OBJECTIVE

The objective of this paper was to evaluate the feasibility of using wearables in real-world clinical settings for children with severe developmental problems to help understand and manage disruptive behavior and to gain insights for the development of forthcoming implementation strategies.

METHODS

A mixed methods design was used to examine two different aspects of the use of wearables in a clinical setting. The first quantitative part of this study focuses on the feasibility of using wearables to collect reliable data on psychophysiological measures during daily activities in children at a children's psychiatric center. The second qualitative part focuses on the evaluation of the implementation process using the Consolidated Framework for Implementation Research (CFIR) to identify essential steps to successfully incorporate wearable technology in clinical care for children with severe behavioral problems. Empatica E4 wristbands collected data on children's psychophysiological arousal (eg, heart rate [HR] and skin conductance level [SCL]). Staff reported aggressive behavior and daily activities. Data were processed and visualized in a dashboard. User experiences were assessed through interviews with clinical staff. The implementation process was evaluated using the CFIR.

RESULTS

A total of 30 children (27 boys and 3 girls, aged 6 to 14 y; mean age 9.3 y, SD 1.95) wore the wearable for 5 consecutive days. As expected, the children found it easy to wear the device and the clinical staff predominantly expressed positive attitudes toward its use. The data collection proceeded relatively smoothly, and the collected data were of sufficient quality. In total, 315 observations of aggressive behavior were reported, including 54 red incidents (from 18 unique participants) and 261 orange incidents (from 26 unique participants). An exploratory analysis on the association between psychophysiological measures and aggressive behavior revealed that children's HR was significantly higher during aggressive incidents compared to nonaggressive incidents (P=.007). Although not statistically significant, there was a trend suggesting higher peaks per minute during aggressive incidents (P=.07). No significant differences between aggressive and nonaggressive incidents were found for SCL and movement (P=.33 and P=.60). The most challenging CFIR domains in our study were the "characteristics of the intervention" and "the inner setting," reflected in the fact that that the majority of implementation activities were focused on these two domains.

CONCLUSIONS

The use of wearables in a real-world study setting is considered feasible and valuable. However, for broader scaling in daily clinical practice, coherent actions on different domains of implementation are required.

摘要

背景

在精神卫生保健领域,尽管有科学证据支持,但将可穿戴设备纳入常规临床实践仍面临重大挑战。跨越试验环境与现实世界之间的障碍重重,这些障碍往往在实施过程中才会显现出来。

目的

本文旨在评估在现实临床环境中,将可穿戴设备用于患有严重发育问题的儿童,以帮助理解和管理破坏性行为,并为制定未来的实施策略提供见解的可行性。

方法

采用混合方法设计,研究可穿戴设备在临床环境中使用的两个不同方面。本研究的第一部分定量研究聚焦于在儿童精神病中心,使用可穿戴设备收集儿童日常活动中心理生理指标可靠数据的可行性。第二部分定性研究聚焦于使用实施研究综合框架(CFIR)评估实施过程,以确定将可穿戴技术成功纳入严重行为问题儿童临床护理的关键步骤。Empatica E4腕带收集儿童心理生理唤醒数据(如心率[HR]和皮肤电导率水平[SCL])。工作人员报告攻击性行为和日常活动情况。数据在仪表板中进行处理和可视化展示。通过与临床工作人员访谈评估用户体验。使用CFIR评估实施过程。

结果

共有30名儿童(27名男孩和3名女孩,年龄6至14岁;平均年龄9.3岁,标准差1.95)连续5天佩戴可穿戴设备。不出所料,儿童觉得佩戴该设备很容易,临床工作人员对其使用大多持积极态度。数据收集过程相对顺利,收集到的数据质量足够。总共报告了315次攻击性行为观察结果,包括54次红色事件(来自18名不同参与者)和261次橙色事件(来自26名不同参与者)。对心理生理指标与攻击性行为之间关联的探索性分析表明,与非攻击性行为事件相比,儿童在攻击性行为事件期间的心率显著更高(P = 0.007)。虽然无统计学意义,但有趋势表明攻击性行为事件期间每分钟的峰值更高(P = 0.07)。在皮肤电导率水平和活动方面,攻击性行为事件与非攻击性行为事件之间未发现显著差异(P = 0.33和P = 0.60)。我们研究中最具挑战性的CFIR领域是“干预措施的特征”和“内部环境”,这体现在大多数实施活动都集中在这两个领域这一事实上。

结论

在现实世界研究环境中使用可穿戴设备被认为是可行且有价值的。然而,要在日常临床实践中更广泛地推广,需要在实施的不同领域采取连贯行动。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5a74/12143850/0d44f3d26b87/formative-v9-e65559-g001.jpg

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