Evaluation of the Severity of Major Depression Using a Voice Index for Emotional Arousal.

Evaluation of the Severity of Major Depression Using a Voice Index for Emotional Arousal.
复制标题

DOI:
10.3390/s20185041
复制
发表时间:
2020-09-04
期刊:
Sensors (Basel, Switzerland)
影响因子:
--
通讯作者:
Tokuno S
Tokuno S
中科院分区:
其他
文献类型:
--
作者:
Shinohara S;Toda H;Nakamura M;Omiya Y;Higuchi M;Takano T;Saito T;Tanichi M;Boku S;Mitsuyoshi S;So M;Yoshino A;Tokuno S

文献摘要

参考文献

被引文献

相似文献

最近,人们开始研究情绪唤起与抑郁之间的关系。关注这种关系,我们首先开发了一个唤醒水平语音指数(ALVI)来测量唤醒水平,使用交互式情绪二元动作捕捉数据库。然后,我们从两家医院(银座泰美诊所(H1)和国防医学院医院(H2))的抑郁症患者的声音中计算ALVI,并将其与汉密尔顿抑郁症评定量表(HAM-D)测量的抑郁症严重程度进行比较。根据HAM-D评分,各医院将数据集分为无抑郁组(HAM-D < 8)和抑郁组(HAM-D≥8)。采用Wilcoxon秩和检验比较各组之间的平均ALVI,并确定在H1水平为10% (p = 0.094), H2水平为1% (p = 0.0038)时存在显著差异。在两组之间进行分类时,H1的受试者工作特征曲线下面积(AUC)为0.66,H2的受试者工作特征曲线下面积(AUC)为0.70。唤醒水平与抑郁严重程度之间的关系通过ALVI间接提示。
Recently, the relationship between emotional arousal and depression has been studied. Focusing on this relationship, we first developed an arousal level voice index (ALVI) to measure arousal levels using the Interactive Emotional Dyadic Motion Capture database. Then, we calculated ALVI from the voices of depressed patients from two hospitals (Ginza Taimei Clinic (H1) and National Defense Medical College hospital (H2)) and compared them with the severity of depression as measured by the Hamilton Rating Scale for Depression (HAM-D). Depending on the HAM-D score, the datasets were classified into a no depression (HAM-D < 8) and a depression group (HAM-D ≥ 8) for each hospital. A comparison of the mean ALVI between the groups was performed using the Wilcoxon rank-sum test and a significant difference at the level of 10% (p = 0.094) at H1 and 1% (p = 0.0038) at H2 was determined. The area under the curve (AUC) of the receiver operating characteristic was 0.66 when categorizing between the two groups for H1, and the AUC for H2 was 0.70. The relationship between arousal level and depression severity was indirectly suggested via the ALVI.
DOI: 10.1109/taffc.2014.2326393
发表时间: 2014-04-01
影响因子: 11.2
作者:
Bone, Daniel;Lee, Chi-Chun;Narayanan, Shrikanth
通讯作者: Narayanan, Shrikanth
DOI: 10.1001/archpsyc.65.5.532
发表时间: 2008-05-01
影响因子: --
作者:
Moratti, Stephan;Rubio, Gabriel;Ortiz, Tomas
通讯作者: Ortiz, Tomas
DOI: 10.1038/tp.2016.123
发表时间: 2016-07-19
影响因子: 6.8
作者:
Faurholt-Jepsen M;Busk J;Frost M;Vinberg M;Christensen EM;Winther O;Bardram JE;Kessing LV
通讯作者: Kessing LV
DOI: 10.1111/j.1440-1819.2005.01408.x
发表时间: 2005-10-01
影响因子: 11.9
作者:
Otsubo, T;Tanaka, K;Kamijima, K
通讯作者: Kamijima, K
DOI: 10.1016/j.physa.2008.03.035
发表时间: 2008-07-15
影响因子: 3.3
作者:
Eom, Cheojun;Choi, Sunghoon;Jung, Woo-Sung
通讯作者: Jung, Woo-Sung