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RSDD-Time: Temporal Annotation of Self-Reported Mental Health Diagnoses

机译:RSDD-Time:自我报告的心理健康诊断的时间注释

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Self-reported diagnosis statements have been widely employed in studying language related to mental health in social media. However, existing research has largely ignored the temporality of mental health diagnoses. In this work, we introduce RSDD-Time: a new dataset of 598 manually annotated self-reported depression diagnosis posts from Reddit that include temporal information about the diagnosis. Annotations include whether a mental health condition is present and how recently the diagnosis happened. Furthermore, we include exact temporal spans that relate to the date of diagnosis. This information is valuable for various computational methods to examine mental health through social media because one's mental health state is not static. We also test several baseline classification and extraction approaches, which suggest that extracting temporal information from self-reported diagnosis statements is challenging.
机译:自我报告的诊断陈述已被广泛用于学习与社交媒体中心理健康有关的语言。然而,现有的研究主要忽略了心理健康诊断的时间性。在这项工作中,我们介绍了RSDD-time:从Reddit手动注释的自我报告的自我报告的抑郁症段的新数据集包括关于诊断的时间信息。注释包括是否存在心理健康状况以及最近诊断发生的情况。此外,我们包括与诊断日期相关的确切时间跨度。这些信息对于通过社交媒体检查心理健康的各种计算方法是有价值的,因为一个人的心理健康状态并不静态。我们还测试了几种基线分类和提取方法,这表明从自我报告的诊断陈述中提取时间信息是具有挑战性的。

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