Feasibility of Passive ECG Bio-sensing and EMA Emotion Reporting Technologies and Acceptability of Just-in-Time Content in a Well-being Intervention, Considerations for Scalability and Improved Uptake

IF 2.1 Q2 PSYCHOLOGY Affective science Pub Date : 2022-10-18 DOI:10.1007/s42761-022-00147-0
P. Cummings, A. Petitclerc, J. Moskowitz, D. Tandon, Y. Zhang, L. A. MacNeill, N. Alshurafa, S. Krogh-Jespersen, J. L. Hamil, A. Nili, J. Berken, W. Grobman, A. Rangarajan, L. Wakschlag
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引用次数: 2

Abstract

Researchers increasingly use passive sensing data and frequent self-report to implement personalized mobile health (mHealth) interventions. Yet, we know that certain populations may find these technical protocols burdensome and intervention uptake as well as treatment efficacy may be affected as a result. In the present study, we predicted feasibility (participant adherence to protocol) and acceptability (participant engagement with intervention content) as a function of baseline sociodemographic, mental health, and well-being characteristics of 99 women randomized in the personalized preventive intervention Wellness-for-Two (W-4-2), a randomized trial evaluating stress-related alterations during pregnancy and their effect on infant neurodevelopmental trajectories. The W-4-2 study used ecological momentary assessment (EMA) and wearable electrocardiograph (ECG) sensors to detect physiological stress and personalize the intervention. Participant adherence to protocols was 67% for EMAs and 52% for ECG bio-sensors. Higher baseline negative affect significantly predicted lower adherence to both protocols. Women assigned to the intervention group engaged on average with 42% of content they received. Women with higher annual household income were more likely to engage with more of the intervention content. Researchers should carefully consider tailoring of the intensity of technical intervention protocols to reduce fatigue, especially among participants with higher baseline negative affect, which may improve intervention uptake and efficacy findings at scale.

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被动心电图生物传感和EMA情绪报告技术的可行性、实时内容在健康干预中的可接受性、可扩展性和提高接受率的考虑
研究人员越来越多地使用被动传感数据和频繁的自我报告来实施个性化的移动健康(mHealth)干预。然而,我们知道,某些人群可能会发现这些技术协议很繁琐,因此干预的接受和治疗效果可能会受到影响。在本研究中,我们预测了99名女性的可行性(参与者对方案的依从性)和可接受性(参与者对干预内容的参与度),这些女性在个性化预防干预“两人健康”(W-4-2)中随机分组,作为基线社会人口统计学、心理健康和幸福感特征的函数,一项评估妊娠期压力相关变化及其对婴儿神经发育轨迹影响的随机试验。W-4-2研究使用生态瞬时评估(EMA)和可穿戴心电图仪(ECG)传感器来检测生理压力并个性化干预。EMA和ECG生物传感器的参与者对协议的遵守率分别为67%和52%。较高的基线负面影响显著预测对两种方案的依从性较低。被分配到干预组的女性平均参与了42%的内容。家庭年收入较高的女性更有可能参与更多的干预内容。研究人员应仔细考虑调整技术干预方案的强度,以减少疲劳,尤其是在基线负面影响较高的参与者中,这可能会大规模提高干预的接受率和疗效。
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