Scherer Stefan, Hammal Zakia, Yang Ying, Morency Louis-Philippe, Cohn Jeffrey F
USC Institute for Creative Technologies, 12015 Waterfront Dr. Playa Vista, CA.
Carnegie Mellon University, 5000 Fifth Avenue, Pittsburgh, PA.
Proc ACM Int Conf Multimodal Interact. 2014 Nov;2014:112-119. doi: 10.1145/2663204.2663238.
Previous literature suggests that depression impacts vocal timing of both participants and clinical interviewers but is mixed with respect to acoustic features. To investigate further, 57 middle-aged adults (men and women) with Major Depression Disorder and their clinical interviewers (all women) were studied. Participants were interviewed for depression severity on up to four occasions over a 21 week period using the Hamilton Rating Scale for Depression (HRSD), which is a criterion measure for depression severity in clinical trials. Acoustic features were extracted for both participants and interviewers using COVAREP Toolbox. Missing data occurred due to missed appointments, technical problems, or insufficient vocal samples. Data from 36 participants and their interviewers met criteria and were included for analysis to compare between high and low depression severity. Acoustic features for participants varied between men and women as expected, and failed to vary with depression severity for participants. For interviewers, acoustic characteristics strongly varied with severity of the interviewee's depression. Accommodation - the tendency of interactants to adapt their communicative behavior to each other - between interviewers and interviewees was inversely related to depression severity. These findings suggest that interviewers modify their acoustic features in response to depression severity, and depression severity strongly impacts interpersonal accommodation.
以往的文献表明,抑郁症会影响参与者和临床访谈者的语音时间,但在声学特征方面存在分歧。为了进一步研究,对57名患有重度抑郁症的中年成年人(男性和女性)及其临床访谈者(均为女性)进行了研究。在21周的时间里,使用汉密尔顿抑郁量表(HRSD)对参与者进行了多达四次的抑郁症严重程度访谈,该量表是临床试验中抑郁症严重程度的标准测量方法。使用COVAREP工具包提取了参与者和访谈者的声学特征。由于错过预约、技术问题或语音样本不足而出现了数据缺失。来自36名参与者及其访谈者的数据符合标准,并被纳入分析,以比较高抑郁症严重程度和低抑郁症严重程度之间的差异。参与者的声学特征在男性和女性之间如预期的那样有所不同,但在参与者中并未随抑郁症严重程度而变化。对于访谈者来说,声学特征与受访者的抑郁症严重程度密切相关。访谈者和受访者之间的顺应——互动者相互调整其交际行为的倾向——与抑郁症严重程度呈负相关。这些发现表明,访谈者会根据抑郁症严重程度调整其声学特征,并且抑郁症严重程度会强烈影响人际顺应。