Automatic Identification of a Depressive State in Primary Care
文献类型：期刊论文
| 作者 | Liu, Xiaoqian1,2 ; Wang, Xiaoyang1,2
|
| 刊名 | HEALTHCARE
 |
| 出版日期 | 2022-12-01 |
| 卷号 | 10期号:12页码:9 |
| 关键词 | depression CES-D facial movements primary care social media |
| DOI | 10.3390/healthcare10122347 |
| 通讯作者 | Liu, Xiaoqian(liuxiaoqian@psych.ac.cn) |
| 英文摘要 | The Center for Epidemiologic Studies Depression Scale (CES-D) performs well in screening depression in primary care. However, people are looking for alternatives because it screens for too many items. With the popularity of social media platforms, facial movement can be recorded ecologically. Considering that there are nonverbal behaviors, including facial movement, associated with a depressive state, this study aims to establish an automatic depression recognition model to be easily used in primary healthcare. We integrated facial activities and gaze behaviors to establish a machine learning algorithm (Kernal Ridge Regression, KRR). We compared different algorithms and different features to achieve the best model. The results showed that the prediction effect of facial and gaze features was higher than that of only facial features. In all of the models we tried, the ridge model with a periodic kernel showed the best performance. The model showed a mutual fund R-squared (R2) value of 0.43 and a Pearson correlation coefficient (r) value of 0.69 (p < 0.001). Then, the most relevant variables (e.g., gaze directions and facial action units) were revealed in the present study. |
| 收录类别 | SCI |
| WOS关键词 | INTEGRATING MENTAL-HEALTH ; NONVERBAL-COMMUNICATION ; FACIAL EXPRESSIONS ; RECOGNITION ; VALIDITY ; BEHAVIOR ; SCALES |
| WOS研究方向 | Health Care Sciences & Services |
| 语种 | 英语 |
| WOS记录号 | WOS:000901299300001 |
| 出版者 | MDPI |
| 源URL | [http://ir.psych.ac.cn/handle/311026/44352]  |
| 专题 | 心理研究所_社会与工程心理学研究室 |
| 通讯作者 | Liu, Xiaoqian |
| 作者单位 | 1.Univ Chinese Acad Sci, Dept Psychol, Beijing 101408, Peoples R China 2.Chinese Acad Sci, Inst Psychol, Beijing 100107, Peoples R China |
| 推荐引用方式 GB/T 7714 | Liu, Xiaoqian,Wang, Xiaoyang. Automatic Identification of a Depressive State in Primary Care[J]. HEALTHCARE,2022,10(12):9. |
| APA | Liu, Xiaoqian,&Wang, Xiaoyang.(2022).Automatic Identification of a Depressive State in Primary Care.HEALTHCARE,10(12),9. |
| MLA | Liu, Xiaoqian,et al."Automatic Identification of a Depressive State in Primary Care".HEALTHCARE 10.12(2022):9. |
入库方式： OAI收割
来源：心理研究所
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