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The goal of this clinical trial is to evaluate whether a conversational artificial intelligence-based digital intervention can improve symptoms in adults with chronic subjective tinnitus.
The main questions it aims to answer are:
Does the Fudan Tinnitus Doctor (FTD) system reduce tinnitus severity as measured by the Tinnitus Handicap Inventory (THI).
Does the FTD system improve sleep quality, anxiety, depression, and overall patient-reported outcomes.
Researchers will compare the FTD system to a non-conversational digital education program to determine whether the AI-based intervention provides greater clinical benefits.
Participants will:
Use either the FTD conversational AI system or a static digital education program for 30 days.
Complete standardized questionnaires assessing tinnitus severity, sleep, mood, and overall improvement at baseline, Day 14, and Day 30.
Engage with the digital platform for tinnitus self-management.
This study is a prospective, two-arm, parallel-group, open-label randomized controlled trial designed to evaluate the efficacy, usability, and safety of a multi-agent large language model (LLM)-based conversational artificial intelligence system (Fudan Tinnitus Doctor, FTD) for the management of chronic subjective tinnitus.
A total of 256 participants will be randomized in a 1:1 ratio to either the FTD intervention or a non-conversational digital education control. The intervention period is 30 days. The FTD system delivers personalized, real-time tinnitus management using a multi-agent architecture integrating cognitive behavioral therapy (CBT)-based strategies, including psychoeducation, cognitive restructuring, relaxation training, and sleep hygiene guidance. The control group receives a static digital program consisting of educational materials and a fixed-response question-and-answer module.
The primary outcome will be the change in tinnitus severity measured by the Tinnitus Handicap Inventory (THI) from baseline to Day 30. Secondary outcomes will include sleep quality (Pittsburgh Sleep Quality Index, PSQI), anxiety (GAD-2), depression (PHQ-2), and overall perceived improvement (Patient Global Impression of Change, PGIC). Exploratory outcomes will assess usability (System Usability Scale, SUS), satisfaction (Net Promoter Score, NPS), and engagement metrics. All outcomes will be analyzed using mixed-effects models under the intention-to-treat principle.
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| FTD Conversational AI Intervention | Experimental | Participants in this arm will use the Fudan Tinnitus Doctor (FTD) system, a multi-agent large language model-based conversational AI platform that delivers personalized tinnitus management strategies based on cognitive behavioral therapy principles. |
|
| Digital Education Control | Active Comparator | Participants in this arm will receive access to a non-conversational digital program consisting of static educational materials and a fixed-response question-and-answer module related to tinnitus, sleep, and mental health. |
|
| Name | Type | Description | Arm Group Labels | Other Names |
|---|---|---|---|---|
| Fudan Tinnitus Doctor (FTD) System | Device | The FTD system is a multi-agent conversational artificial intelligence platform that delivers personalized tinnitus management through a secure web-based interface. It supports multimodal interaction (text and voice) and integrates a large language model, retrieval-augmented generation, and multi-agent collaboration to provide cognitive behavioral therapy-based interventions, including psychoeducation, cognitive restructuring, relaxation techniques, and sleep hygiene guidance. |
| Measure | Description | Time Frame |
|---|---|---|
| Tinnitus Handicap Inventory (THI) | The THI questionnaire, widely used in research, including functional, emotional, and catastrophic subscales. It consists of 25 questions, and answers are rated on a "yes" (4 points), "sometimes" (2 points), and "no" (0 points) scale. The total score is calculated by adding up the scores for all questions and classifying the severity of tinnitus as no handicap (0-16), mild handicap (18-36), moderate handicap (38-56), and severe handicap (58-100). | Baseline, Day 14, and Day 30 |
| Measure | Description | Time Frame |
|---|---|---|
| Pittsburgh Sleep Quality Index (PSQI) | The PSQI will be used to evaluate subjective sleep quality over the past month. It comprises 19 items yielding seven component scores (subjective sleep quality, latency, duration, efficiency, disturbances, use of sleep medication, and daytime dysfunction). The global PSQI score ranges from 0 to 21, with higher scores indicating worse sleep quality. | Baseline, Day 14, and Day 30 |
| Measure | Description | Time Frame |
|---|---|---|
| System Usability Scale (SUS) | The System Usability Scale (SUS) will be used to evaluate participants' perceived usability and satisfaction with the Fudan Tinnitus Doctor (FTD) conversational AI system at Day 30. The SUS is a 10-item questionnaire rated on a 5- point scale. The total score will be calculated as (sum of adjusted item scores × 2.5), ranging from 0 to 100, with higher scores indicating greater usability. |
Inclusion Criteria:
Exclusion Criteria:
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| Name | Role | Phone | Extension | |
|---|---|---|---|---|
| Shan Sun, Ph.D | Contact | +86-021-64377134-2033 | sunshine7896@126.com |
| Name | Affiliation | Role |
|---|---|---|
| Shan Sun | Eye and ENT Hospital of Fudan University | Principal Investigator |
| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| Fudan University Eye Ear Nose and Throat Hospital, Otorhinolaryngology Department | Shanghai | 200031 | China |
Deidentified individual participant data (IPD) collected for this trial, including outcome measures and baseline characteristics, will be made available upon reasonable request to qualified researchers. Data sharing will require prior approval from the Institutional Review Board of the Eye & ENT Hospital of Fudan University. The DeepSeek-R1 671B model used to support the intervention is open-source and publicly accessible at https://github.com/deepseek-ai/DeepSeek-R1.
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| ID | Term |
|---|---|
| D014012 | Tinnitus |
| ID | Term |
|---|---|
| D006311 | Hearing Disorders |
| D004427 | Ear Diseases |
| D010038 | Otorhinolaryngologic Diseases |
| D012678 | Sensation Disorders |
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| ID | Term |
|---|---|
| D016503 | Drug Delivery Systems |
| ID | Term |
|---|---|
| D004358 | Drug Therapy |
| D013812 | Therapeutics |
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|
| Non-conversational Digital Education Program | Device | Participants in this arm will receive access to a non-conversational digital tinnitus self-management program delivered through the same secure web-based interface as the intervention group. The program provides static educational materials and a fixed-response question-and-answer module related to tinnitus, sleep, and mental health. |
|
| Generalized Anxiety Disorder Scale (GAD-2) | The GAD-2 will assess anxiety symptoms over the past two weeks. Each of the two items is rated from 0 ("not at all") to 3 ("nearly every day"). The total score ranges from 0 to 6, with higher scores indicating greater anxiety. A score ≥3 suggests clinically significant anxiety. | Baseline, Day 14, and Day 30] |
| Patient Health Questionnaire-2 (PHQ-2) | The PHQ-2 will measure depressive symptoms over the past two weeks. Each of the two items is rated from 0 ("not at all") to 3 ("nearly every day"). The total score ranges from 0 to 6, with higher scores indicating greater depressive symptoms. A score ≥3 suggests clinically significant depression. | Baseline, Day 14, and Day 30 |
| Patient Global Impression of Change (PGIC) | The PGIC will assess the participant's overall perception of improvement since starting the intervention. It is rated on a 7-point Likert scale from 1 ("very much improved") to 7 ("very much worse"), with lower scores representing greater perceived improvement. | Day 14, and Day 30 |
| Day 30 |
| Net Promoter Score (NPS) | The Net Promoter Score (NPS) will be used to assess participants' likelihood of recommending the Fudan Tinnitus Doctor system to others at Day 30. Participants will rate their likelihood on a scale from 0 (not at all likely) to 10 (extremely likely). | Day 30 |
| User Engagement Metrics | User engagement will be assessed using three predefined system-recorded metrics: (1)Login Frequency: Number of logins. (2)Active Session Duration: Total time (minutes) spent actively interacting with the system, excluding inactive periods and time spent completing study assessments. (3)Conversation Turns: Number of complete interaction cycles, defined as one user input followed by one system response. Higher values indicate greater engagement. | Continuous during 30-day intervention period |
| D009461 |
| Neurologic Manifestations |
| D009422 | Nervous System Diseases |
| D012816 | Signs and Symptoms |
| D013568 | Pathological Conditions, Signs and Symptoms |