AI-Optimized Single-Feature Recognition Model for Heart Failure
Development and Application of a Single-Feature Recognition Model for Heart Failure With Artificial Intelligence-Optimized Algorithms
1 other identifier
observational
50
1 country
1
Brief Summary
This prospective, single-center and observational study aims to develop and validate the single-feature artificial intelligence algorithm based on data collected via the wearable ECG patches in patients with heart failure (HF). The main question: Does the algorithm, using synchronized ECG and accelerometer signals from the ECG patches, achieve accurate detection of heart sounds (S1, S2, and in some patients S3, S4) compared with the Eko CORE 500 digital stethoscope in patients with acute exacerbation of HF? It aims to answer: Participants with confirmed HF (NYHA classification II-IV) will first undergo a 2-minute session of simultaneous ECG patches and digital stethoscope recordings, followed by standard 12-lead ECG, and then the repeated ECG patches and 2-minute heart sound recording session. Data will be used for algorithm training and validation. The primary endpoint is the accuracy of heart sound detection via the Vivalink ECG patches compared with the Eko CORE 500 digital stethoscope.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P25-P50 for all trials
Started Jul 2026
Shorter than P25 for all trials
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
June 15, 2026
CompletedFirst Posted
Study publicly available on registry
June 25, 2026
CompletedStudy Start
First participant enrolled
July 16, 2026
CompletedPrimary Completion
Last participant's last visit for primary outcome
February 28, 2027
ExpectedStudy Completion
Last participant's last visit for all outcomes
May 31, 2027
July 21, 2026
July 1, 2026
8 months
June 15, 2026
July 18, 2026
Conditions
Outcome Measures
Primary Outcomes (1)
Heart sounds include S1 and S2
In some patients, S3 and S4 are also present.
10-15 minutes
Eligibility Criteria
Adult patients diagnosed with heart failure (NYHA classification II\~IV)
You may qualify if:
- Age ≥ 18 years old;
- Body mass index (BMI) \< 35 kg/m²;
- Diagnosed with heart failure: according to "Chinese Guidelines for Diagnosis and Treatment of Heart Failure in 2024", "ESC Guidelines for Diagnosis and Treatment of Acute and Chronic Heart Failure in 2021", and "AHA/ACC/HFSA Guidelines for Management of Heart Failure in 2022";
- NYHA classification II - IV;
- Able to fully understand the purpose and process of the trial, and willing to sign the informed consent form.
You may not qualify if:
- Physical disabilities that prevent safe and thorough testing;
- Open wounds on the chest or the skin is allergic to the patches;
- Large amount of pericardial effusion, pericardial tamponade, pleural friction rub, pneumothorax, and a large amount of pleural effusion, which may affect data collection;
- Patients with severe comorbidities or unstable conditions, which may interfere with data collection during the study period;
- Other situations where the investigator believes the subject is not suitable to participate in this trial, such as those that may increase trial risk, affect the protocol compliance, or impair the subject's ability to complete the trial due to physical or psychological diseases or conditions.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Second Affiliated Hospital, School of Medicine, Zhejiang University
Hangzhou, Zhejiang, China
Study Design
- Study Type
- observational
- Observational Model
- COHORT
- Time Perspective
- PROSPECTIVE
- Sponsor Type
- INDUSTRY
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
June 15, 2026
First Posted
June 25, 2026
Study Start
July 16, 2026
Primary Completion (Estimated)
February 28, 2027
Study Completion (Estimated)
May 31, 2027
Last Updated
July 21, 2026
Record last verified: 2026-07