病假的持续时间与抑郁症恢复工作计划中使用的单词的时间变化之间的关系
Ichiro Kutsuna1,2, Aiko Hoshino1,2, Ami Morisugi2
1Department of Health Science, Graduate School of Medicine, Nagoya University, Nagoya, Japan.
Work (Reading, Mass.)
|October 2, 2023
概括
这项研究探讨了返回工作 (RTW) 计划文本中的词汇变化与精神健康病假时间的关系. 研究结果表明,语言进化和恢复时间之间存在联系.
科学领域:
- 职业健康 职业健康 职业健康
- 精神病学是一个精神病学.
- 自然语言处理自然语言处理.
背景情况:
- 恢复工作计划 (RTW) 帮助心理健康相关病假的康复.
- 为向雇主展示RTW进展的客观方法是有限的.
研究的目的:
- 为了调查病假时间和抑郁症RTW程序中的词语使用之间的关系.
- 探索电子医疗记录中的文本数据,作为RTW的新型评估指标.
主要方法:
- 从参与RTW计划的患有严重抑郁症或适应障碍的个人电子病历中分析文本数据.
- 将文本数据量化为类别评分 (情绪,社会,认知等). 使用标准的文本分析字典.
- 使用通用线性混合模型进行统计分析,以评估病假持续时间,时间和类别得分之间的相互作用.
主要成果:
- 在病假的持续时间和时间方面,社会和情感类别之间发现了显著的相互作用.
- 该分析包括42名参与者.
结论:
- 电子医疗记录中的单词变化与病假的持续时间有关.
- 对RTW计划数据的文本分析为评估康复进展提供了新的视角.
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