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利用 PTSD 心理学测量中的模糊性挖掘潜在信息,以进行有效的诊断。

Mining latent information in PTSD psychometrics with fuzziness for effective diagnoses.

机构信息

Mental Health Center, West China Hospital of Sichuan University, Chengdu, 610041, China.

School of Cybersecurity, Chengdu University of Information Technology, Chengdu, 610225, China.

出版信息

Sci Rep. 2018 Nov 2;8(1):16266. doi: 10.1038/s41598-018-34573-7.

Abstract

The options of traditional self-report rating-scale, like the PTSD Checklist Civilian (PCL-C) scale, have no clear boundaries which might cause considerable biases and low effectiveness. This research aimed to explore the feasibility of using fuzzy set in the data processing to promote the screening effectiveness of PCL-C in real-life practical settings. The sensitivity, specificity, Youden's index etc., of PCL-C at different cutoff lines (38, 44 and 50 respectively) were analyzed and compared with those of fuzzy set approach processing. In practice, no matter the cutoff line of the PCL-C was set at 50, 44 or 38, the PCL-C showed good specificity, but failed to exhibit good sensitivity and screening effectiveness. The highest sensitivity was at 65.22%, with Youden's index being 0.64. After fuzzy processing, the fuzzy-PCL-C's sensitivity increased to 91.30%, Youden's index rose to 0.91, having seen marked augmentation. In conclusion, this study indicates that fuzzy set can be used in the data processing of psychiatric scales which have no clear definition standard of the options to improve the effectiveness of the scales.

摘要

传统的自我报告量表选项,如 PTSD Checklist 平民版(PCL-C)量表,没有明确的界限,这可能会导致相当大的偏差和低效率。本研究旨在探索在数据处理中使用模糊集来提高 PCL-C 在现实生活实际环境中的筛查效果的可行性。分析并比较了 PCL-C 在不同截断值(分别为 38、44 和 50)处的敏感性、特异性、约登指数等,以及模糊集处理的结果。在实践中,无论将 PCL-C 的截断值设置为 50、44 还是 38,PCL-C 均表现出良好的特异性,但未能表现出良好的敏感性和筛查效果。最高的敏感性为 65.22%,约登指数为 0.64。经过模糊处理后,模糊-PCL-C 的敏感性提高到 91.30%,约登指数上升到 0.91,有明显提高。总之,本研究表明,模糊集可用于没有明确选项定义标准的精神科量表的数据处理中,以提高量表的效果。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/12aa/6214927/916a11d852fe/41598_2018_34573_Fig1_HTML.jpg

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