LLM-Based Intelligent Health Management Assistant in Life-Cycle Health Management of Cardiac Surgery Patients
cFT-LLM
Application of Large Language Model-Based Intelligent Health Management Assistant in Life-Cycle Health Management of Patients After Cardiac Surgery: A Prospective Randomized Controlled Study
1 other identifier
interventional
500
1 country
1
Brief Summary
This is a single-center, prospective, randomized, open-label, parallel-controlled clinical study to evaluate the effectiveness of a large language model (LLM)-based intelligent health management assistant in the life-cycle health management of patients after cardiac surgery. A total of 500 adult patients who undergo cardiac surgery (including coronary artery bypass grafting, heart valve surgery, great vessel surgery, congenital heart disease correction, and other cardiac procedures) at Beijing Anzhen Hospital will be randomly assigned in a 1:1 ratio to an intervention group or a control group, stratified by age (\<65 vs ≥65 years) and surgery type. The intervention group will use the LLM-based mobile health management application in addition to standard postoperative care, while the control group will receive standard postoperative care alone. The application integrates multimodal clinical data into a personalized health profile and provides surgery-type-specific postoperative management recommendations, medication adherence reminders, complication early warning, and cardiac rehabilitation guidance. The primary outcome is the composite endpoint of major adverse cardiac and cerebrovascular events (MACCE), defined as all-cause death, non-fatal myocardial infarction, non-fatal stroke, or unplanned cardiovascular reoperation/reintervention, within 12 months after randomization. Secondary outcomes include health-related quality of life (EQ-5D-5L), cardiovascular rehospitalization rate, medication adherence (MMAS-8), postoperative complication rate, and cardiac rehabilitation achievement rate. Follow-up visits are scheduled at 1, 3, 6, 9, and 12 months post-randomization.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for not_applicable
Started May 2026
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
First Submitted
Initial submission to the registry
April 1, 2026
CompletedFirst Posted
Study publicly available on registry
April 13, 2026
CompletedStudy Start
First participant enrolled
May 1, 2026
CompletedPrimary Completion
Last participant's last visit for primary outcome
December 31, 2027
ExpectedStudy Completion
Last participant's last visit for all outcomes
December 31, 2027
April 13, 2026
April 1, 2026
1.7 years
April 1, 2026
April 8, 2026
Conditions
Keywords
Outcome Measures
Primary Outcomes (1)
Composite Major Adverse Cardiac and Cerebrovascular Events (MACCE)
Composite endpoint defined as the first occurrence of any of the following: all-cause death, non-fatal myocardial infarction (per the Fourth Universal Definition of Myocardial Infarction), non-fatal stroke (imaging-confirmed ischemic or hemorrhagic), or unplanned cardiovascular reoperation/reintervention (including unplanned cardiac reoperation, percutaneous coronary intervention, transcatheter valve intervention, or other cardiovascular interventional procedures).
Within 12 months after randomization
Secondary Outcomes (7)
Change in Health-Related Quality of Life Assessed by the European Quality of Life 5-Dimension 5-Level Questionnaire (EQ-5D-5L) Index Score
Baseline and 12 months after randomization
Change in Health Status Assessed by the European Quality of Life Visual Analogue Scale (EQ-VAS)
Baseline and 12 months after randomization
Cardiovascular Rehospitalization Rate
Within 12 months after randomization
Change in Medication Adherence Assessed by the 8-Item Morisky Medication Adherence Scale (MMAS-8)
Baseline and 12 months after randomization
Time in Therapeutic INR Range (TTR) Among Anticoagulated Participants
Within 12 months after randomization
- +2 more secondary outcomes
Study Arms (2)
LLM-Based Health Management Assistant Plus Standard Care
EXPERIMENTALStandard Postoperative Care
NO INTERVENTIONParticipants receive standard postoperative clinical care and follow-up, including routine outpatient visits, standard pharmacotherapy, and conventional discharge education.
Interventions
A mobile application integrating large language model technology with individual health records. Participants upload multimodal clinical data including medical records, laboratory results, imaging data, and treatment histories to build a structured personal health profile. The assistant periodically incorporates the latest clinical practice guidelines and provides personalized lifestyle intervention recommendations, medication adherence reminders, and early warnings for potential health-critical events, in addition to standard clinical care.
Eligibility Criteria
You may qualify if:
- Aged 18 years or older, any sex
- Underwent cardiac surgery at the Department of Cardiac Surgery, Beijing Anzhen Hospital, Capital Medical University, including but not limited to: coronary artery bypass grafting (CABG), heart valve replacement or repair (aortic valve, mitral valve, or tricuspid valve surgery), great vessel surgery (aortic dissection or aortic aneurysm repair), congenital heart disease correction, or cardiac assist device implantation
- Clinically stable after surgery and eligible for hospital discharge
- Has access to a smartphone and is capable of independently operating a mobile application, or has a family member available to assist with operation
- Voluntarily participates in the study, understands and signs the informed consent form, and is able to comply with the study protocol requirements
You may not qualify if:
- Postoperative intensive care unit (ICU) stay exceeding 30 days, or presence of severe uncontrolled postoperative complications such as persistent infection or multi-organ failure
- Life expectancy less than 12 months due to advanced malignancy or end-stage organ failure
- Severe cognitive impairment, psychiatric disorder, or inability to understand and use a mobile application without available caregiver assistance
- Heart transplant recipient
- Currently participating in another interventional clinical study
- Anticipated inability to complete 12-month follow-up
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Beijing Anzhen Hospital, Capital Medical University
Beijing, Beijing Municipality, 100029, China
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
Ming Gong, MD
Beijing Anzhen Hospital
Central Study Contacts
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- RANDOMIZED
- Masking
- NONE
- Purpose
- HEALTH SERVICES RESEARCH
- Intervention Model
- PARALLEL
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Chief Physician, Professor
Study Record Dates
First Submitted
April 1, 2026
First Posted
April 13, 2026
Study Start
May 1, 2026
Primary Completion (Estimated)
December 31, 2027
Study Completion (Estimated)
December 31, 2027
Last Updated
April 13, 2026
Record last verified: 2026-04