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关于被动感应用于预测自杀思想和行为的系统审查
Rebekka Büscher1,2, Tanita Winkler3, Jacopo Mocellin4,5
1Medical Psychology and Medical Sociology, Faculty of Medicine, University of Freiburg, Freiburg, Germany. rebekka.buescher@mps.uni-freiburg.de.
Npj mental health research
|September 23, 2024
概括
使用智能手机和可穿戴设备的被动感知显示自杀思想和行为 (STB) 的预测价值有限. 虽然在高风险群体中是可行的,但目前的数据缺乏相对于活性方法的增量效益.
科学领域:
- 数字心理健康数字心理健康
- 计算精神病学是一种计算精神病学.
- 行为信息学是一种行为信息学.
背景情况:
- 通过智能手机和可穿戴设备的被动感知提供了预测自杀思想和行为 (STB) 的潜力.
- 现有的研究是有限的,需要对可行性和预测有效性的系统审查.
研究的目的:
- 系统地审查 STB 的被动传感的可行性和预测有效性.
- 评估当前的证据基础,并确定方法上的局限性.
主要方法:
- 在Medline,Embase,Web of Science,PubMed和PsycINFO数据库中进行系统搜索.
- 纳入标准侧重于研究调查STB与被动传感或其可行性相关的研究.
- 分析已识别的预测研究,可行性研究和协议.
主要成果:
- 确定了11个预测研究,10个可行性研究和7个协议.
- 被动传感通常显示模型性能低于主动数据,在大多数研究中没有增量值.
- 发现了方法和报告方面的缺陷 (PROBAST评级).
- 被动传感在高风险人群中证明了可行性.
结论:
- 目前关于被动传感在性病中的预测价值的证据有限.
- 通过改进方法和报告来进一步研究至关重要.
- 被动感应显示出可行性的承诺,特别是在高风险人群中.
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