Maintained effectiveness of a smartphone-based chatbot coach (BalanceUP) for mental well-being in headache sufferers: preliminary findings from a single-arm 6-month follow-up study.

IF 3.3 Q2 HEALTH CARE SCIENCES & SERVICES
mHealth Pub Date : 2025-10-29 eCollection Date: 2025-01-01 DOI:10.21037/mhealth-25-9
Sandra Ulrich, Hansjörg Künzli, Viktor Zuber, Tobias Kowatsch, Andreas R Gantenbein
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Abstract

Background: Behavioral interventions delivered by smartphones have been proven effective in improving physical and mental well-being in clinical and non-clinical samples. However, it remains unclear whether improvements are sustained after intervention completion. This single-arm study evaluated the sustained effectiveness of BalanceUP, a smartphone-based coaching intervention delivered by a conversational agent (CA), for people suffering from frequent headaches.

Methods: Following a randomized controlled trial, where an intervention group was compared with a waitlist control group, this within-group comparison examined follow-up results of all participants who participated in the coaching program. Measurements were taken pre-, post-, and 6 months after intervention start. Changes in the primary outcome mental well-being [Patient Health Questionnaire Anxiety and Depression Scale (PHQ-ADS)] and secondary outcomes (psychosomatic symptoms, stress, headache-related self-efficacy, intention to change behavior, presentism, absenteeism, pain coping) were analyzed using repeated measure analysis of variance (ANOVA) and Cohen's d. Additionally, baseline predictors of improvement were explored.

Results: Of 179 headache sufferers who started coaching [mean age 39.2 years, standard deviation (SD) 11.8 years; 157/179, 87.7% women], 117 (65.4%) completed the intervention and 67 (36.3%) provided 6-month follow-up data. Improvements in mental well-being were maintained at follow-up with a medium effect size (Cohen d=-0.54). Secondary outcomes also showed sustained improvements with effects ranging from small to medium (d=-0.24 to 0.70), including depression, anxiety, somatic symptoms, perceived stress, headache management self-efficacy, application of behavior change techniques, absenteeism/presentism, as well as pain coping skills. Higher baseline stress and presenteeism were associated with greater improvements in well-being.

Conclusions: These preliminary findings suggest the potential for CA-delivered coaching to support improvements in mental well-being and psychological functioning over time. However, the uncontrolled study design, attrition at follow-up, and other methodological limitations require cautious interpretation of the findings. More methodologically robust controlled studies are essential to establish the sustained effectiveness of digital behavioral interventions before drawing definitive conclusions.

Abstract Image

Abstract Image

基于智能手机的聊天机器人教练(BalanceUP)对头痛患者的精神健康保持有效性:一项为期6个月的单臂随访研究的初步发现。
背景:在临床和非临床样本中,智能手机提供的行为干预已被证明对改善身心健康有效。然而,目前尚不清楚干预完成后是否能持续改善。这项单臂研究评估了BalanceUP的持续有效性,这是一种由对话代理(CA)提供的基于智能手机的指导干预,用于治疗经常头痛的人。方法:通过一项随机对照试验,将干预组与候补组进行比较,该组内比较检查了所有参加指导计划的参与者的随访结果。测量分别在干预开始前、后和6个月进行。使用重复测量方差分析(ANOVA)和Cohen’s d分析主要结局(患者健康问卷焦虑和抑郁量表(PHQ-ADS))和次要结局(心身症状、压力、头痛相关自我效能感、改变行为的意图、存在感、旷工、疼痛应对)的变化。此外,还探讨了改善的基线预测因子。结果:179例开始训练的头痛患者[平均年龄39.2岁,标准差(SD) 11.8岁;157/179(女性占87.7%),117例(65.4%)完成干预,67例(36.3%)提供6个月随访数据。心理健康的改善在随访中保持中等效应量(Cohen d=-0.54)。次要结局也显示持续改善,影响范围从小到中等(d=-0.24至0.70),包括抑郁、焦虑、躯体症状、感知压力、头痛管理自我效能、行为改变技术的应用、缺勤/在场以及应对疼痛的技能。更高的基线压力和出勤率与幸福感的更大改善有关。结论:这些初步研究结果表明,随着时间的推移,ca提供的指导有可能支持心理健康和心理功能的改善。然而,未控制的研究设计、随访时的减员和其他方法学上的限制要求对研究结果进行谨慎的解释。在得出明确结论之前,必须进行更多方法学上可靠的对照研究,以确定数字行为干预的持续有效性。
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CiteScore
5.40
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