Young People Aged 18-25 With Depression or Anxiety Mood Participate in an LLM-based Digital Dialogue Intervention Study
Effect of an AI Agent Trained on a Large Language Model (LLM) as an Intervention for Depression and Anxiety Symptoms in Young Adults: a 28-day Randomized Controlled Trial
1 other identifier
interventional
657
1 country
1
Brief Summary
This study is a 28-day randomized controlled trial (RCT). Residents were randomly assigned to an intervention group or a waiting group according to the order in which they were successfully contacted by the staff, and each user was asked to engage in a total of 28 days of dialog intervention with the Douyin companion bot and complete three psychological questionnaires (on Days 1, 14, and 28); however, the intervention group began to receive the dialog intervention after completing the first questionnaire, and the waiting group began to receive the dialog intervention after completing the third questionnaire. During the first four weeks, the waiting group was treated as a blank control. The two groups of subjects completed the three questionnaires at exactly the same point in time. Each user's depression, anxiety, and positive and negative emotions were measured using the Patient Health Questionnaire (PHQ-9), the Generalized Anxiety Disorder Scale (GAD-7) and the Positive and Negative Affect Schedule (PANAS), respectively.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for not_applicable
Started Nov 2023
Shorter than P25 for not_applicable
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
Study Start
First participant enrolled
November 20, 2023
CompletedPrimary Completion
Last participant's last visit for primary outcome
December 18, 2023
CompletedStudy Completion
Last participant's last visit for all outcomes
January 15, 2024
CompletedFirst Submitted
Initial submission to the registry
March 28, 2024
CompletedFirst Posted
Study publicly available on registry
April 4, 2024
CompletedApril 9, 2024
October 1, 2023
28 days
March 28, 2024
April 7, 2024
Conditions
Outcome Measures
Primary Outcomes (3)
Depression
Depression was assessed with the Patient Health Questionnaire (PHQ-9). The PHQ-9 contains nine items scored on a scale from 0 (not at all) to 3 (almost every day) based on the self-reported frequency of depressive symptoms in the past 2 weeks. The total score ranges from 0 to 27, and scores above 10 indicate probable depression symptoms.
The day before the start of the intervention, day 14 and day 28 after the start of the intervention
Anxiety
Anxiety was assessed with the Chinese version of the Generalized Anxiety Disorder Scale (GAD-7). The 7 items are rated on a 4-point scale ranging from 0 (never) to 3 (almost every day) to assess the frequency of anxiety symptoms in the past 2 weeks. The total score ranges from 0 to 21, and according to the established criteria, scores above 10 indicate probable anxiety symptoms.
The day before the start of the intervention, day 14 and day 28 after the start of the intervention
Positive and negative moods
Positive and negative moods were assessed with the Positive and Negative Affect Schedule (PANAS). The scale was categorized into two dimensions, positive (PA) and negative (NA), and each dimension was scored independently, with 9 items per dimension. All the items are rated on a 5-point scale ranging from 1 (few) to 5 (very much). The higher the subject's score on a subscale is, the stronger the associated emotion experienced.
The day before the start of the intervention, day 14 and day 28 after the start of the intervention
Study Arms (2)
AI conversation intervention
EXPERIMENTALParticipants in the intervention group received a 28-day AI conversation intervention after completing the baseline questionnaire. We asked users in the intervention group to use the web link every day, upload the start and end times of their conversations with the AI bot and screenshots of their chats; users who chatted for more than 5 minutes were considered to have successfully punched in for that day. Participants who clocked more than 8 days in the first 14 days were allowed to complete the second questionnaire at the two-week mark. Similarly, participants who quit more than eight times between days 15 and 28 could complete the third questionnaire at the four-week mark. Therefore, all users in the intervention group who completed the third questionnaire received at least 16 AI conversation interventions.
Waiting group
OTHERThe waiting group received the same intervention as the intervention group after a 28-day waiting period.
Interventions
Douyin Xinqing is an AI dialog bot. Users can start chatting with the Douyin companion bot by clicking on the "Direct Message" on the homepage of their accounts on Douyin app. After a user sends any message to the Douyin companion bot, it first asks the user about his or her mood and guides him or her to start chatting around his or her emotions. According to the situation described by the user, the companion bot expresses empathy, asks questions to guide the user to talk, and provides suggestions at the appropriate time. Users can also record their emotions every day and look back regularly to observe changes in their inner feelings. In addition, the Douyin companion bot can also identify crisis situations such as suicide and severe mental illness and, if necessary, guide users to call the hotline to obtain professional psychological assistance.
Only the users in the waiting group had the task of waiting for the first four weeks, and they completed the three questionnaires at exactly the same point in time as those in the intervention group. Only after the first four weeks of intervention did the waiting group begin to receive the 28-day conversational intervention, and no additional questionnaires were interspersed in between.
Eligibility Criteria
You may qualify if:
- years old
- Proficient in Chinese
- Not dyslexic
- Scoring at least 5 on the PHQ-9 or GAD-7
- Not having a serious physical or diagnosed mental illness
You may not qualify if:
- Unwilling to continue to participate in the study
- Insufficient clocking in
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Institute of Psychology, Chinese Academy of Sciences
Beijing, Beijing Municipality, China
Related Publications (1)
Zhao Y, Qian W, Chen Y, Wu D, Luo Y, Gao C, Wu K, Liu Z. Effect of an AI agent trained on a large language model (LLM) as an intervention for depression and anxiety symptoms in young adults: A 28-day randomized controlled trial. Appl Psychol Health Well Being. 2025 Oct;17(5):e70067. doi: 10.1111/aphw.70067.
PMID: 40910958DERIVED
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- STUDY CHAIR
Zhengkui Liu, PhD
Institute of Psychology, Chinese Academy of Sciences
- STUDY DIRECTOR
Kankan Wu, PhD
Institute of Psychology, Chinese Academy of Sciences
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- RANDOMIZED
- Masking
- SINGLE
- Who Masked
- PARTICIPANT
- Purpose
- OTHER
- Intervention Model
- PARALLEL
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
March 28, 2024
First Posted
April 4, 2024
Study Start
November 20, 2023
Primary Completion
December 18, 2023
Study Completion
January 15, 2024
Last Updated
April 9, 2024
Record last verified: 2023-10