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Dimensional Information-Theoretic Measurement of Facial Emotion Expressions in Schizophrenia

机译:精神分裂症患者面部表情的维度信息理论测量

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摘要

Altered facial expressions of emotions are characteristic impairments in schizophrenia. Ratings of affect have traditionally been limited to clinical rating scales and facial muscle movement analysis, which require extensive training and have limitations based on methodology and ecological validity. To improve reliable assessment of dynamic facial expression changes, we have developed automated measurements of facial emotion expressions based on information-theoretic measures of expressivity of ambiguity and distinctiveness of facial expressions. These measures were examined in matched groups of persons with schizophrenia (n = 28) and healthy controls (n = 26) who underwent video acquisition to assess expressivity of basic emotions (happiness, sadness, anger, fear, and disgust) in evoked conditions. Persons with schizophrenia scored higher on ambiguity, the measure of conditional entropy within the expression of a single emotion, and they scored lower on distinctiveness, the measure of mutual information across expressions of different emotions. The automated measures compared favorably with observer-based ratings. This method can be applied for delineating dynamic emotional expressivity in healthy and clinical populations.
机译:情绪的面部表情改变是精神分裂症的特征性障碍。传统上,影响的等级仅限于临床等级量表和面部肌肉运动分析,这需要大量的培训,并且基于方法论和生态有效性受到限制。为了提高对动态面部表情变化的可靠评估,我们基于信息表达的歧义表达和面部表情独特性的理论测量方法,开发了面部情绪表情的自动测量方法。在匹配的精神分裂症患者(n = 28)和健康对照者(n = 26)中进行了视频检查,以评估诱发条件下基本情绪(幸福,悲伤,愤怒,恐惧和厌恶)的表现,对这些措施进行了检查。精神分裂症患者在歧义度(单一情绪表达中的条件熵的度量)上得分较高,而在区分性(跨不同情绪表达的互信息度量)上得分较低。与基于观察者的评级相比,自动度量具有优势。该方法可用于描述健康和临床人群的动态情绪表达。

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