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被动感知技术的整合以增强对抑郁症母亲的心理干预措施的实施:StandStrong 研究。

Integration of passive sensing technology to enhance delivery of psychological interventions for mothers with depression: the StandStrong study.

机构信息

Center for Community Based Research, Human Sciences Research Council, Pietermaritzburg, South Africa.

South African Medical Research Council/Wits Developmental Pathways for Health Research Unit, Department of Paediatrics, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa.

出版信息

Sci Rep. 2024 Jun 12;14(1):13535. doi: 10.1038/s41598-024-63232-3.

Abstract

Psychological interventions delivered by non-specialist providers have shown mixed results for treating maternal depression. mHealth solutions hold the possibility for unobtrusive behavioural data collection to identify challenges and reinforce change in psychological interventions. We conducted a proof-of-concept study using passive sensing integrated into a depression intervention delivered by non-specialists to twenty-four adolescents and young mothers (30% 15-17 years old; 70% 18-25 years old) with infants (< 12 months old) in rural Nepal. All mothers showed a reduction in depression symptoms as measured with the Beck Depression Inventory. There were trends toward increased movement away from the house (greater distance measured through GPS data) and more time spent away from the infant (less time in proximity measured with the Bluetooth beacon) as the depression symptoms improved. There was considerable heterogeneity in these changes and other passively collected data (speech, physical activity) throughout the intervention. This proof-of-concept demonstrated that passive sensing can be feasibly used in low-resource settings and can personalize psychological interventions. Care must be taken when implementing such an approach to ensure confidentiality, data protection, and meaningful interpretation of data to enhance psychological interventions.

摘要

非专业人员提供的心理干预措施在治疗产妇抑郁症方面效果不一。移动医疗解决方案有可能进行无干扰的行为数据收集,以识别心理干预中的挑战并加强改变。我们在尼泊尔农村地区对 24 名青少年和年轻母亲(30%为 15-17 岁;70%为 18-25 岁)及其婴儿(<12 个月大)进行了一项使用被动感知技术集成到非专业人员提供的抑郁干预措施中的概念验证研究。所有母亲的贝克抑郁量表评分均显示抑郁症状有所减轻。随着抑郁症状的改善,出现了离开房屋(通过 GPS 数据测量的距离更大)和远离婴儿(通过蓝牙信标测量的时间更短)的趋势。在整个干预过程中,这些变化以及其他被动收集的数据(语音、身体活动)存在相当大的异质性。该概念验证证明,被动感知可以在资源匮乏的环境中可行地使用,并可以个性化心理干预。在实施这种方法时必须小心谨慎,以确保保密性、数据保护以及对数据进行有意义的解释,以加强心理干预。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c50/11169515/144dbf46b595/41598_2024_63232_Fig1_HTML.jpg

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