Oral Rehabilitation, Niigata University Medical and Dental Hospital, Niigata, Japan.
Tokyo Metropolitan Institute of Gerontology, Tokyo, Japan.
J Oral Rehabil. 2019 Aug;46(8):723-729. doi: 10.1111/joor.12804. Epub 2019 May 8.
In Japan, day care services for elders include programmes aimed at improving nutrition and oral and motor functions. Few studies have qualitatively assessed these interventions.
To qualitatively search for the characteristic words used in the work logs of a preventive programme on oral function and nutrition for elders by intervention period and intervention type. METHODS: We included 83 participants (81.3 ± 8.2 years) from four day care services in Japan and divided them into the following groups randomly: those who received oral function intervention only, nutritional intervention only and those who received combined oral function plus nutritional intervention. The interventions were conducted twice per month for 24 months. Data from handwritten work logs were entered into a computer as text files. Monitoring of frequently appearing words, co-occurrence analysis and cross-tabulation by intervention period and intervention types was conducted using text mining analysis.
Correspondence analysis revealed that the words used during 1-6 months and 7-12 months were similar in participants' subjective content, and those used in objective content in 13-18 months and 19-24 months were similar. These results indicate that subjective improvements increased after 13 months, and it was maintained within 24 months. The combined intervention type is ideal for oral and nutrition problems.
Because this text mining approach revealed the changes in the words used and could be used to monitor any subjective improvement, this approach may help evaluate the effects of preventive care.
在日本,老年人日间护理服务包括旨在改善营养和口腔及运动功能的方案。很少有研究定性评估这些干预措施。
按干预期和干预类型,从老年人口腔功能和营养预防计划的工作记录中定性搜索特征词。
我们纳入了来自日本四个日间护理服务的 83 名参与者(81.3±8.2 岁),并将他们随机分为以下组:仅接受口腔功能干预组、仅接受营养干预组和同时接受口腔功能加营养干预组。干预每月进行两次,共 24 个月。手写工作记录的数据被输入计算机作为文本文件。使用文本挖掘分析,通过干预期和干预类型进行频繁出现词的监测、共现分析和交叉制表。
对应分析显示,参与者主观内容中 1-6 个月和 7-12 个月使用的词相似,客观内容中 13-18 个月和 19-24 个月使用的词相似。这些结果表明,13 个月后主观改善增加,并在 24 个月内保持。联合干预类型对于口腔和营养问题是理想的。
由于这种文本挖掘方法揭示了所用词的变化,并且可以用于监测任何主观改善,因此这种方法可能有助于评估预防保健的效果。