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| ID | Type | Description | Link |
|---|---|---|---|
| 72404094 | Other Grant/Funding Number | National Natural Science Foundation of China |
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Screening with depression scales alone is subjective, and relying on single-modal data often leads to incomplete identification of symptoms that are easily missed or misdiagnosed. In this study, we first aim to use artificial intelligence to construct a depression symptom recognition model, concatenate multimodal features such as facial expression, audio, text, and postural behavior, and deeply fuse them to construct a multimodal model.
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| non-depression | Elderly people without depressive symptoms |
| |
| depression | Elderly people at risk of depression |
|
| Name | Type | Description | Arm Group Labels | Other Names |
|---|---|---|---|---|
| data collection | Other | Collect the facial expressions, audio, text and postural behavior data of the respondents using electronic devices. |
|
| Measure | Description | Time Frame |
|---|---|---|
| Use the PHQ-9 (Patient Health Questionnaire - 9 ) to assess whether the respondents have depressive symptoms. The scale score is one point for each item. | If the PHQ-9 score is 5 or higher, it is determined as a positive sign of depressive symptoms. | 2025.09.01-2026.09.01 |
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Inclusion Criteria:
Exclusion Criteria:
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Elderly individuals aged 60 years or older
| Name | Role | Phone | Extension | |
|---|---|---|---|---|
| Xiuxiu Zhou, PhD | Contact | 86+13545075638 | xiuxiuzhou@hust.edu.cn |
| Name | Affiliation | Role |
|---|---|---|
| Xiaoxv Yin, PhD | Huazhong University of Science and Technology | Study Chair |
| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| Wuhan Mental Health Center | Wuhan | Hubei | 430012 | China |
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| ID | Term |
|---|---|
| D003863 | Depression |
| ID | Term |
|---|---|
| D001526 | Behavioral Symptoms |
| D001519 | Behavior |
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| ID | Term |
|---|---|
| D003625 | Data Collection |
| ID | Term |
|---|---|
| D004812 | Epidemiologic Methods |
| D008919 | Investigative Techniques |
| D017531 | Health Care Evaluation Mechanisms |
| D011787 | Quality of Health Care |
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| D017530 | Health Care Quality, Access, and Evaluation |
| D011634 | Public Health |
| D004778 | Environment and Public Health |