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Development and Empirical Study of a Large Language Model-Driven Intelligent Workflow for Integrated Hypertension and Diabetes Management in Primary Care

Development and Empirical Study of a Large Language Model-Driven Intelligent Workflow for Integrated Hypertension and Diabetes Management in Primary Care

Status
Active, not recruiting
Phases
Unknown
Study type
Interventional
Source
ChiCTR
Registry ID
ChiCTR2500106761
Enrollment
Unknown
Registered
2025-07-30
Start date
2025-08-01
Completion date
Unknown
Last updated
2025-08-18

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

Conditions

Hypertension and Diabetes

Interventions

Intervention Group:In the intervention group, a smart chronic disease management app will be used for automated follow-up, real-time quality alerts, and data uploads. Data will be collected across thr
2.Process – provider adherence (e.g., completion of key steps like complication screening)
3.Implementation – user adherence (e.g., daily logins, feature usage), and patient satisfaction (CSQ-8 e-version). Monthly online meetings will gather feedback to refine the system design.
Control group:Carry out daily usual management by the existing procedures.

Sponsors

School of Health Management, Southern Medical University,
Lead Sponsor

Eligibility

Sex/Gender
All
Age
18 Years to 80 Years

Inclusion criteria

Inclusion criteria: 1.Inclusion Criteria for Primary Healthcare Institutions: (1) Institution Type: Certified by health authorities as a community health service center or township health center. (2) Service Qualifications: Authorized to provide standardized management for chronic diseases such as hypertension and diabetes, and included in the national essential public health service performance evaluation system. (3) Data Infrastructure: Equipped with an electronic health record system, with a chronic disease data completeness rate of >=70% over the past three years. 2.Inclusion Criteria for Primary Care Providers: (1) Professional Qualification: Possess a valid license as a general practitioner, public health physician, or nurse, and have at least one year of experience in chronic disease management. (2) Service Scope: Directly involved in the follow-up, assessment, or health counseling of patients with hypertension and/or diabetes. (3) Language Proficiency: Able to communicate with researchers in Mandarin and effectively interact with local residents in the local dialect. 3.Inclusion Criteria for Patients: (1) Confirmed Diagnosis: Diagnosed with hypertension and/or type 2 diabetes according to the Chinese Guidelines for the Prevention and Treatment of Hypertension and the Chinese Guidelines for the Prevention and Treatment of Type 2 Diabetes. (2) Continuity of Management: Have received standardized management for at least six months at a sample institution and are enrolled in the national essential public health service system. (3) Communication Ability: Capable of basic verbal communication.

Exclusion criteria

Exclusion criteria: 1.Exclusion Criteria for Primary Healthcare Institutions: (1)Participation in similar intelligent digital intervention studies within the past 6 months. (2)Currently involved in other pilot reforms for chronic disease management models. 2.Exclusion Criteria for Primary Care Providers: (1)Simultaneous participation in other training programs or projects that may interfere with the study results. (2)Official reprimand by administrative authorities within the past 3 years due to poor quality in chronic disease management. (3)Planned resignation or extended leave (>3 months) within the next 6 months. 3.Exclusion Criteria for Patients: (1)Presence of severe complications, such as end-stage renal disease (eGFR < 15 mL/min/1.73m²) or decompensated heart failure (NYHA Class IV). (2)Cognitive impairment, including diagnosed Alzheimer's disease, vascular dementia, or other neurological conditions that impair communication. (3)Participation in conflicting chronic disease intervention studies at the same time. (4)Planned relocation outside the jurisdiction of the current management area within the next 12 months.

Design outcomes

Primary

MeasureTime frame
Standardized management rate of hypertension patients;Standardized management rate of diabetes patients;

Secondary

MeasureTime frame
Blood pressure control rate (<140/90 mmHg) among hypertensive patients;Glycemic control rate (HbA1c<7.0% or fasting glucose<7 mmol/L);Absolute change in systolic blood pressure;Absolute change in HbA1c;Combined control rate of both hypertension and diabetes;Incidence of major cardiovascular events;

Countries

China

Contacts

Public ContactXu Dong

School of Health Management, Southern Medical University

romanxu@i.smu.edu.cn+86 139 1098 8979

Outcome results

None listed

Source: ChiCTR (via WHO ICTRP) · Data processed: Feb 4, 2026