Machine Learning for Predicting Spinal Anesthesia Duration
Recruiting
Observational Study
Spinal Anesthesia
Machine Learning
Knee Arthroplasty, Total
Spinal Anesthesia Duration
Postoperative Care
Postoperative Acute Pain
No Placebo Group
Every participant receives an active treatment — no one gets a placebo.
No Study Drug
Researchers observe your health over time — no experimental treatment is given.
At a Glance
- Age
- 18 and older
- Sex
- Any
- Study type
- Observational
- Participants needed
- 140 (estimated)
- Sponsor
- Kocaeli City Hospital · Government
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About This Trial
Spinal anesthesia provides significant advantages over general anesthesia in knee arthroplasty, including reduced blood loss, faster recovery, and fewer complications. However, predicting its duration is critical for patient safety and effective postoperative management. This study evaluates the usability of machine learning (ML) algorithms to predict the termination time of spinal anesthesia and …
Trial Locations
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Eligibility Criteria
Inclusion Criteria:
1. Patients scheduled to undergo total knee arthroplasty between November 2025 and March 2026 at the Kocaeli City Hospital Operating Theaters.
2. Patients who have provided written informed consent to participate in the study.
3. Patients whose surgery is planned under spinal an…
Contacts