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The establishment of a platform with longitudinal, multimodal, standardized databases and knowledge banks on diabetes and related complications: effect of RAG-augmented DeepDR-LLM system as a structured education component on glycemic control in patients with diabetes

The establishment of a platform with longitudinal, multimodal, standardized databases and knowledge banks on diabetes and related complications: effect of RAG-augmented DeepDR-LLM system as a structured education component on glycemic control in patients with diabetes

Status
Active, not recruiting
Phases
Unknown
Study type
Interventional
Source
ChiCTR
Registry ID
ChiCTR2600118083
Enrollment
Unknown
Registered
2026-02-02
Start date
2026-03-01
Completion date
Unknown
Last updated
2026-02-09

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Diabetes

Interventions

Standardized education group:Standardized in-hospital diabetes education
RAG-DeepDR LLM group:Education with RAG-DeepDR LLM

Sponsors

Shanghai Sixth People’s Hospital Affiliated to Shanghai Jiao Tong University School of Medicine
Lead Sponsor

Eligibility

Sex/Gender
All
Age
18 Years to 70 Years

Inclusion criteria

Inclusion criteria: 1. Aged 18-70 years old; 2. Diagnosed with type 1 or type 2 diabetes according to the ADA guideline; 3. HbA1c >= 7%; 4. Capable of reading and operating electronic devices; 5. Written informed consents must be obtained.

Exclusion criteria

Exclusion criteria: 1. End-stage renal disease; 2. History of cardiovascular events (such as myocardial infarction, stent implantation, unstable angina, heart failure, cardiac dysfunction, etc.) or cerebrovascular diseases (such as cerebral hemorrhage, cerebral ischemia, etc.) within the past six months; 3. Uncontrolled hyperthyroidism or hypothyroidism, pituitary-adrenal dysfunction, or other endocrine disorders; 4. Use thyroid hormones or glucocorticoid medication; 5. Pregnant, breastfeeding women or women planning to get pregnant; 6. Participants with mental disorders, cognitive impairment, or communication barriers who cannot cooperate; 7. Poor expected compliance; 8. Current participation in another clinical study.

Design outcomes

Primary

MeasureTime frame
Hemoglobin A1c;

Secondary

MeasureTime frame
Proportion of patients with HbA1c < 7.0% at 12 weeks;Glycemic control ;Change in lipid profiles;Change in body composition;Change in smoking;Change in alcohol use;Change in self-monitoring frequency of blood glucose;Incidence rate of hypoglycemia;Change in quality of life score;Change in medication adherence;Change in dietary habit;Change in exercise;Patient satisfaction with the experience;

Countries

China

Contacts

Public ContactYuqian Bao

Shanghai Sixth People’s Hospital Affiliated to Shanghai Jiao Tong University School of Medicine

byq522@163.com+86 21 6436 9181

Outcome results

None listed

Source: ChiCTR (via WHO ICTRP) · Data processed: Feb 15, 2026