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Effectiveness of a Voice-Based Mental Health Evaluation System for Mobile Devices: Prospective Study

机译:移动设备语音心理健康评估系统的有效性:前瞻性研究

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摘要

BackgroundWe developed a system for monitoring mental health using voice data from daily phone calls, termed Mind Monitoring System (MIMOSYS), by implementing a method for estimating mental health status from voice data. ObjectiveThe objective of this study was to evaluate the potential of this system for detecting depressive states and monitoring stress-induced mental changes. MethodsWe opened our system to the public in the form of a prospective study in which data were collected over 2 years from a large, unspecified sample of users.We used these data to analyze the relationships between the rate of continued use, the men-to-women ratio, and existing psychological tests for this system over the study duration. Moreover, we analyzed changes in mental data over time under stress from particular life events. ResultsThe system had a high rate of continued use. Voice indicators showed that women have more depressive tendencies than men, matching the rate of depression in Japan. The system’s voice indicators and the scores on classical psychological tests were correlated. We confirmed deteriorating mental health for users in areas affected by major earthquakes in Japan around the time of the earthquakes. ConclusionsThe results suggest that although this system is insufficient for detecting depression, it may be effective for monitoring changes in mental health due to stress. The greatest feature of our system is mental health monitoring, which is most effectively accomplished by performing long-term time-series analysis of the acquired data considering the user’s life events. Such a system can improve the implementation of patient interventions by evaluating objective data along with life events.
机译:Backgroundwe通过在从语音数据中实现用于估计心理健康状态的方法,开发了一种用于使用每日电话的语音数据监测心理健康的系统,用于使用每日电话,称为思维监测系统(MIMOSYS)。本研究的客观目的是评估该系统的潜力,用于检测抑郁状态和监测应激诱发的精神变化。 Mothodswe以前瞻性研究的形式向公众开放了我们的系统,其中从大型未指明的用户样本中收集了数据超过2年。我们使用这些数据来分析持续使用率之间的关系,即人到 - 在研究持续时间内对该系统的比率和现有的心理测试。此外,我们在特定生活事件中分析了随着时间的推移的精神数据的变化。结果系统的持续使用率很高。语音指标表明,女性比男性更抑郁的倾向,匹配日本的萧条率。系统的语音指标和古典心理测试的分数是相关的。我们确认在地震时期受到日本主要地震影响的地区的地区的心理健康状况恶化。结论结果表明,虽然该系统不足以检测抑郁症,但由于压力导致的心理健康变化可能有效。我们系统的最大特征是心理健康监测,通过对考虑用户的生活事件进行所获取的数据进行长期时间序列分析,最有效地实现。这种系统可以通过评估目标数据以及生命事件来改善患者干预的实现。

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