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饮食失调中面部情绪表达的计算机分析。

Computerised analysis of facial emotion expression in eating disorders.

作者信息

Leppanen Jenni, Dapelo Marcela Marin, Davies Helen, Lang Katie, Treasure Janet, Tchanturia Kate

机构信息

Department of Psychological Medicine, Institute of Psychology, Psychiatry, and Neuroscience, King's College London, London, United Kingdom.

Illia State University, Department of Psychology, Tbilisi, Georgia.

出版信息

PLoS One. 2017 Jun 2;12(6):e0178972. doi: 10.1371/journal.pone.0178972. eCollection 2017.

Abstract

BACKGROUND

Problems with social-emotional processing are known to be an important contributor to the development and maintenance of eating disorders (EDs). Diminished facial communication of emotion has been frequently reported in individuals with anorexia nervosa (AN). Less is known about facial expressivity in bulimia nervosa (BN) and in people who have recovered from AN (RecAN). This study aimed to pilot the use of computerised facial expression analysis software to investigate emotion expression across the ED spectrum and recovery in a large sample of participants.

METHOD

297 participants with AN, BN, RecAN, and healthy controls were recruited. Participants watched film clips designed to elicit happy or sad emotions, and facial expressions were then analysed using FaceReader.

RESULTS

The finding mirrored those from previous work showing that healthy control and RecAN participants expressed significantly more positive emotions during the positive clip compared to the AN group. There were no differences in emotion expression during the sad film clip.

DISCUSSION

These findings support the use of computerised methods to analyse emotion expression in EDs. The findings also demonstrate that reduced positive emotion expression is likely to be associated with the acute stage of AN illness, with individuals with BN showing an intermediate profile.

摘要

背景

社会情感加工问题是进食障碍(EDs)发生和维持的重要因素。神经性厌食症(AN)患者面部情感交流减少的情况屡有报道。关于神经性贪食症(BN)患者以及从AN康复的患者(RecAN)的面部表情能力,人们了解较少。本研究旨在试用计算机化面部表情分析软件,以调查大量参与者在整个进食障碍谱系及康复过程中的情绪表达情况。

方法

招募了297名患有AN、BN、RecAN的参与者以及健康对照者。参与者观看旨在引发快乐或悲伤情绪的电影片段,然后使用面部阅读器(FaceReader)分析面部表情。

结果

该研究结果与之前的研究一致,即与AN组相比,健康对照者和RecAN参与者在观看积极片段时表达出更多积极情绪。在观看悲伤电影片段时,情绪表达没有差异。

讨论

这些发现支持使用计算机化方法来分析进食障碍中的情绪表达。研究结果还表明,积极情绪表达减少可能与AN疾病的急性期有关,BN患者表现出中等程度的情况。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b98a/5456367/421b92640312/pone.0178972.g001.jpg

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