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基于智能手机的聊天机器人教练在促进头痛患者平衡生活方式中的开发和评估(BalanceUP App):随机对照试验。

Development and Evaluation of a Smartphone-Based Chatbot Coach to Facilitate a Balanced Lifestyle in Individuals With Headaches (BalanceUP App): Randomized Controlled Trial.

机构信息

School of Applied Psychology, Zurich University of Applied Sciences, Zurich, Switzerland.

Pain and Research Unit, ZURZACH Care, Bad Zurzach, Switzerland.

出版信息

J Med Internet Res. 2024 Jan 24;26:e50132. doi: 10.2196/50132.

Abstract

BACKGROUND

Primary headaches, including migraine and tension-type headaches, are widespread and have a social, physical, mental, and economic impact. Among the key components of treatment are behavior interventions such as lifestyle modification. Scalable conversational agents (CAs) have the potential to deliver behavior interventions at a low threshold. To our knowledge, there is no evidence of behavioral interventions delivered by CAs for the treatment of headaches.

OBJECTIVE

This study has 2 aims. The first aim was to develop and test a smartphone-based coaching intervention (BalanceUP) for people experiencing frequent headaches, delivered by a CA and designed to improve mental well-being using various behavior change techniques. The second aim was to evaluate the effectiveness of BalanceUP by comparing the intervention and waitlist control groups and assess the engagement and acceptance of participants using BalanceUP.

METHODS

In an unblinded randomized controlled trial, adults with frequent headaches were recruited on the web and in collaboration with experts and allocated to either a CA intervention (BalanceUP) or a control condition. The effects of the treatment on changes in the primary outcome of the study, that is, mental well-being (as measured by the Patient Health Questionnaire Anxiety and Depression Scale), and secondary outcomes (eg, psychosomatic symptoms, stress, headache-related self-efficacy, intention to change behavior, presenteeism and absenteeism, and pain coping) were analyzed using linear mixed models and Cohen d. Primary and secondary outcomes were self-assessed before and after the intervention, and acceptance was assessed after the intervention. Engagement was measured during the intervention using self-reports and usage data.

RESULTS

A total of 198 participants (mean age 38.7, SD 12.14 y; n=172, 86.9% women) participated in the study (intervention group: n=110; waitlist control group: n=88). After the intervention, the intention-to-treat analysis revealed evidence for improved well-being (treatment: β estimate=-3.28, 95% CI -5.07 to -1.48) with moderate between-group effects (Cohen d=-0.66, 95% CI -0.99 to -0.33) in favor of the intervention group. We also found evidence of reduced somatic symptoms, perceived stress, and absenteeism and presenteeism, as well as improved headache management self-efficacy, application of behavior change techniques, and pain coping skills, with effects ranging from medium to large (Cohen d=0.43-1.05). Overall, 64.8% (118/182) of the participants used coaching as intended by engaging throughout the coaching and completing the outro.

CONCLUSIONS

BalanceUP was well accepted, and the results suggest that coaching delivered by a CA can be effective in reducing the burden of people who experience headaches by improving their well-being.

TRIAL REGISTRATION

German Clinical Trials Register DRKS00017422; https://trialsearch.who.int/Trial2.aspx?TrialID=DRKS00017422.

摘要

背景

原发性头痛(包括偏头痛和紧张型头痛)广泛存在,对个人的社会、身体、心理和经济均有影响。治疗的关键组成部分之一是行为干预,如生活方式的改变。可扩展的对话式人工智能(CA)具有以较低门槛提供行为干预的潜力。据我们所知,目前还没有使用 CA 治疗头痛的行为干预措施的证据。

目的

本研究有 2 个目标。第一个目标是开发并测试一种基于智能手机的针对频繁头痛患者的教练干预措施(BalanceUP),该干预措施由 CA 提供,旨在通过各种行为改变技术来提高心理健康。第二个目标是通过比较干预组和候补对照组来评估 BalanceUP 的有效性,并使用 BalanceUP 评估参与者的参与度和接受度。

方法

在一项非盲随机对照试验中,通过网络以及与专家合作招募经常头痛的成年人,并将他们分配到 CA 干预(BalanceUP)或对照组。使用线性混合模型和 Cohen d 分析治疗对主要研究结果(即心理健康,由患者健康问卷焦虑和抑郁量表测量)和次要结果(例如躯体症状、压力、头痛相关自我效能、改变行为的意图、旷工和出勤、疼痛应对)的影响。主要和次要结果在干预前后进行自我评估,在干预后进行接受度评估。在干预期间使用自我报告和使用数据来衡量参与度。

结果

共有 198 名参与者(平均年龄 38.7 岁,SD 12.14 岁;n=172,86.9%为女性)参与了研究(干预组:n=110;候补对照组:n=88)。在意向性治疗分析中,我们发现干预后,健康状况有改善的证据(治疗:β估计值=-3.28,95%置信区间为-5.07 至-1.48),且组间存在中度效果(Cohen d=-0.66,95%置信区间为-0.99 至-0.33),有利于干预组。我们还发现躯体症状、感知压力和旷工及出勤减少,以及头痛管理自我效能、行为改变技术应用和疼痛应对技能提高的证据,其影响范围从中等到较大(Cohen d=0.43-1.05)。总体而言,64.8%(118/182)的参与者按照预期使用了教练,他们在整个教练过程中保持参与并完成了结束环节。

结论

BalanceUP 被很好地接受,结果表明,由 CA 提供的教练可以通过提高经常头痛患者的幸福感来有效减轻他们的负担。

试验注册

德国临床试验注册处 DRKS00017422;https://trialsearch.who.int/Trial2.aspx?TrialID=DRKS00017422。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/75ea/10851123/95f3985ad4d0/jmir_v26i1e50132_fig1.jpg

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