Developing an early warning system for respiratory complications in surgical patients
(Professor Gong Renrong) Ward Matron
West China Hospital · NCT06057688
This study is testing a new system that uses data from wearable devices to help doctors predict and prevent serious breathing problems in patients after surgery.
Quick facts
| Study type | Observational |
|---|---|
| Enrollment | 1770 (estimated) |
| Ages | 14 Years to 90 Years |
| Sex | All |
| Sponsor | West China Hospital (other) |
| Locations | 1 site (Chengdu, Sichuan) |
| Trial ID | NCT06057688 on ClinicalTrials.gov |
What this trial studies
This observational study aims to create an intelligent early warning system to predict acute respiratory complications such as pulmonary embolism and respiratory failure in surgical patients. By utilizing a hybrid model that combines multi-channel gated circulation unit neural networks and deep neural networks, the study will analyze continuous vital signs data collected from wearable devices. The research will integrate various clinical information, including nursing observations and laboratory tests, to establish a predictive model that enhances patient safety and supports clinical decision-making.
Who should consider this trial
Good fit: Ideal candidates for this study are patients aged 14 to 90 years who are undergoing surgery under general anesthesia.
Not a fit: Patients with skin abnormalities that prevent the use of sensors for vital signs monitoring or those undergoing very short surgeries may not benefit from this study.
Why it matters
Potential benefit: If successful, this study could significantly improve the early detection of respiratory complications in surgical patients, leading to better patient outcomes.
How similar studies have performed: While the approach of using wearable devices for continuous monitoring is gaining traction, this specific predictive model for surgical patients is relatively novel and has not been extensively tested in prior studies.
Eligibility criteria
Show full inclusion / exclusion criteria
Inclusion Criteria: * aged from 14 to 90 years; ② Patients undergoing surgery under general anesthesia; ③ Informed consent to participate in this study Exclusion Criteria: * The operation duration is less than 1 hour; ② Patients who cannot wear sensors for vital signs monitoring due to local skin abnormalities; ③ Combined with bilateral axillary surgery; ④ Incomplete bilateral axillary skin
Where this trial is running
Chengdu, Sichuan
- West China Hospital, Sichuan University. — Chengdu, Sichuan, China (RECRUITING)
Study contacts
- Study coordinator: GONG professor
- Email: gongrenrong@wchscu.cn
- Phone: +862885421887
How to participate
- Review the eligibility criteria above with your treating physician.
- Visit the official trial page on ClinicalTrials.gov for the most current contact information and recruitment status.
- Contact the listed study coordinator or principal investigator to request pre-screening. Pre-screening is free and never obligates you to enroll.
Conditions: Pulmonary Embolism, Respiratory Failure, Infection Complication, Cardiac Arrest