Prediction of Postoperative Outcomes After TKA Using Instrumented Insoles and DNN
NCT07367789 · Status: RECRUITING · Type: OBSERVATIONAL · Enrollment: 200
Last updated 2026-01-26
Summary
This multicenter prospective observational study aims to evaluate whether preoperative clinical variables and wearable sensor-derived gait features can predict postoperative improvement after total knee arthroplasty (TKA). Participants will undergo standardized gait assessments using instrumented insoles and complete validated patient-reported outcome measures (PROMs). Prediction models including linear regression, random forest, and deep neural networks will be applied and their performance compared.
Conditions
- Knee Osteoarthritis
- Total Knee Arthroplasty
Interventions
- OTHER
-
Instrumented Insole Gait Assessment
Participants undergo gait assessment using an instrumented insole system during the Timed Up and Go Test. The device is used solely for data collection and does not provide therapeutic intervention.
Sponsors & Collaborators
-
Yonsei University
lead OTHER
Principal Investigators
-
Na Young Kim, MD, PhD · Severance Hospital
Eligibility
- Min Age
- 19 Years
- Sex
- ALL
- Healthy Volunteers
- No
Timeline & Regulatory
- Start
- 2021-06-01
- Primary Completion
- 2026-12-31
- Completion
- 2026-12-31
Countries
- South Korea
Study Locations
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