NCT06380049Recruiting
Predicting Fall Risk in Stroke Patients Using a Machine Learning Model and Multi-Sensor Data
Development and Validation of a Machine Learning-based Model to Predict a High-risk Group for Falls Using Multi-sensor Signals in Stroke Patients
Source: ClinicalTrials.gov · Last updated 2 Jun 2025 · Not updated for over 12 months - ask the site whether it is still open
Brief summary (registry, in English)
The study assesses a machine learning model developed to predict fall risk among stroke patients using multi-sensor signals. This prospective, multicenter, open-label, sponsor-initiated confirmatory trial aims to validate the safety and efficacy of the model which utilizes electromyography (EMG) signals to categorize patients into high-risk or low-risk fall categories. The innovative approach hopes to offer a predictive tool that enhances preventative strategies in clinical settings, potentially reducing fall-related injuries in stroke survivors.
- Status (registry)
- Recruiting
- Study type
- Observational
- Enrollment
- 90 (estimated)
- First submitted
- 15 Apr 2024
- Start date
- 20 May 2024
- Primary completion date
- 12 Mar 2025
- Lead sponsor
- Seoul National University Hospital
- Diseases
- Stroke
- NCT number
- NCT06380049
What you commit to
- Study type: Observational
- Planned participants: 90
- From 20 May 2024 to the primary completion date, 12 Mar 2025
- 1 site in 1 country
- Visits and tests: ask the trial team, the registry does not list them
Built from the registry fields of ClinicalTrials.gov. It describes the study, not your situation.
Who cannot take part
Copied verbatim from ClinicalTrials.gov and grouped by topic. Only the trial team decides who can take part.
Other illness
- stroke recurrence
- other neurological abnormalities (e.g. parkinson's disease).
- serious and complex medical conditions(e.g. active cancer)
- cardiac pacemaker or other implanted electronic system
- Health Participants
- other neurological abnormalities (e.g. parkinson's disease).
- serious and complex medical conditions(e.g. active cancer)
- cardiac pacemaker or other implanted electronic system
Other
- severely impaired cognition
- severely impaired cognition
Who the study is looking for
- 19 years and older
- the onset of the stroke is less than 3months ago
- Lower extremity weakness due to stroke (MMT =\< 4 grade)
- Cognitive ability to follow commands
- 19 years and older
- Individuals who fully understand the necessity of the study and have voluntarily consented to participate as subjects
Criteria the registry did not label
- Stroke Participants
Age in the registry: 19 years to - · Sex: All · Accepts healthy volunteers
Sites (1)
Sites in registry order. Pick your city on the disease page to sort them by distance.
| Site | City | Country | Site status |
|---|---|---|---|
| Seoul National University Hospital Coordinator of this site? Confirm its status | Seoul | South Korea | Recruiting |
This page is information, not medical advice. Discuss any trial with your doctor.