Blended Resources for Integrated Diabetes Guidance and Empowerment
BRIDGE
Effectiveness and Implementation of an AI-Driven Blended Care Model for Type 2 Diabetes Management in Primary Care: A Single-Blind, Cluster Randomized Controlled Trial in Zhangjiagang, China
1 other identifier
interventional
1,200
0 countries
N/A
Brief Summary
The goal of this cluster randomized clinical trial is to learn if an AI-enabled blended care model (the BRIDGE program) works to treat type 2 diabetes in adults. It will also learn about the cost-effectiveness and implementation feasibility of this model in primary care settings. The main questions it aims to answer are: Does the AI-driven intervention lower HbA1c levels (blood sugar) compared to standard care? Does this model improve participants' quality of life, self-management behaviors, and digital literacy? Researchers will compare the "Diet-Medicine Companion" (Shi Yi Ban Lv) mini-program combined with family doctor support to standard community care to see if the blended care model works to manage diabetes. Participants will: Use the "Diet-Medicine Companion" mini-program to upload diet photos daily and receive AI feedback for 6 months Receive periodic guidance and phone reminders from case administrators (family doctors) Complete questionnaires and blood tests (HbA1c) at baseline, 3 months, and 6 months
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for not_applicable type-2-diabetes-mellitus
Started Mar 2026
Shorter than P25 for not_applicable type-2-diabetes-mellitus
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
First Submitted
Initial submission to the registry
January 21, 2026
CompletedFirst Posted
Study publicly available on registry
January 28, 2026
CompletedStudy Start
First participant enrolled
March 1, 2026
CompletedPrimary Completion
Last participant's last visit for primary outcome
March 1, 2026
CompletedStudy Completion
Last participant's last visit for all outcomes
October 30, 2026
ExpectedFebruary 23, 2026
January 1, 2026
Same day
January 21, 2026
February 19, 2026
Conditions
Keywords
Outcome Measures
Primary Outcomes (1)
Change in Glycosylated Hemoglobin (HbA1c) Levels
Glycosylated Hemoglobin (HbA1c) reflects the average plasma glucose concentration over the preceding 3 months. It serves as the gold standard biomarker for long-term glycemic control in diabetes management. Data will be obtained from venous blood samples collected at community health centers. A lower HbA1c percentage indicates better glycemic control.
Baseline, Month 3, and Month 6
Secondary Outcomes (8)
Change in Body Mass Index (BMI)
Baseline, Month 3, and Month 6
Change in Blood Pressure
Baseline, Month 3, and Month 6
Incidence of Diabetes Complications
Baseline, Month 3, and Month 6
Quality of Life (EQ-5D-5L)
Baseline, Month 3, and Month 6
Self-Management Behaviors (SDSCA)
Baseline, Month 3, and Month 6
- +3 more secondary outcomes
Other Outcomes (1)
Frequency of Dietary Uploads (Adherence)
Throughout the 6-month intervention period
Study Arms (2)
Intervention
EXPERIMENTALParticipants in this arm will receive the "Diet-Medicine Companion" (Shi Yi Ban Lv) intervention. This involves using an AI-powered WeChat mini-program for daily dietary logging and receiving real-time feedback. Participants also receive proactive monitoring and support from family doctors (case administrators), including telephone reminders if they are inactive for more than 7 days and targeted health guidance based on their data.
Control
NO INTERVENTIONParticipants in this arm will receive standard community care (usual care) for type 2 diabetes management provided by their local community health centers. They will complete the same schedule of assessments (HbA1c tests and questionnaires) at baseline, 3 months, and 6 months but will not receive the AI mini-program intervention or the specific case administrator support provided to the experimental group.
Interventions
The intervention consists of a 6-month AI-enabled blended care program using the "Diet-Medicine Companion" (Shi Yi Ban Lv) WeChat mini-program. Patient Component (AI Support): Participants are required to upload dietary photos and blood glucose records via the mini-program at least once daily. The system, powered by a Large Language Model (LLM), provides immediate, personalized dietary feedback and answers diabetes-related queries via an AI chatbot. Provider Component (Human Support): Case administrators (family doctors) monitor patient data through a provider dashboard. The protocol involves "human-in-the-loop" support, where doctors provide telephone reminders if participants are inactive (no uploads) for more than 7 days. Doctors also intervene to provide medical guidance or health education based on specific system alerts or patient needs.
Eligibility Criteria
You may qualify if:
- Aged 18 to 70 years (inclusive).
- Glycosylated hemoglobin (HbA1c) level ≥ 6.5%.
- Resided in the local area for at least 6 months.
- Capable of using a smartphone to take photos and use the WeChat mini-program.
- Willing and able to provide informed consent.
You may not qualify if:
- Diagnosed with Type 1 diabetes, gestational diabetes, or secondary diabetes.
- Presence of severe diabetic complications.
- Received radiotherapy or chemotherapy within the past 6 months.
- Diagnosed with severe intellectual disabilities, Alzheimer's disease, or other serious psychiatric disorders.
- Current participation in other research projects that may affect the results of this study.
- Presence of other severe disabilities or medical conditions deemed unsuitable for participation by the investigators.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- RANDOMIZED
- Masking
- SINGLE
- Who Masked
- OUTCOMES ASSESSOR
- Purpose
- TREATMENT
- Intervention Model
- PARALLEL
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
January 21, 2026
First Posted
January 28, 2026
Study Start
March 1, 2026
Primary Completion
March 1, 2026
Study Completion (Estimated)
October 30, 2026
Last Updated
February 23, 2026
Record last verified: 2026-01
Data Sharing
- IPD Sharing
- Will share
- Shared Documents
- STUDY PROTOCOL, SAP, ANALYTIC CODE
- Time Frame
- Start Date: Within 6 months after publication of the primary manuscript End Date: 3 years after publication
- Access Criteria
- De-identified individual participant data (IPD) that underlie the results reported in the article will be available to researchers who provide a methodologically sound proposal. Data will be available beginning 6 months and ending 3 years following article publication. Proposals should be directed to the Principal Investigator, Ping He (phe@pku.edu.cn) or the study contact. To gain access, data requestors will need to sign a data access agreement.