Actively Recruiting
Machine Learning for Predicting Spinal Anesthesia Duration
Led by Kocaeli City Hospital · Updated on 2025-12-08
140
Participants Needed
1
Research Sites
17 weeks
Total Duration
On this page
AI-Summary
What this Trial Is About
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 the patient's readiness for mobilization. Using demographic, surgical, and anesthetic variables, ML models were trained to estimate anesthesia duration. Accurate predictions may improve intraoperative planning, optimize postoperative care, and enhance patient outcomes. Integrating ML-based predictive systems into anesthesia practice can contribute to safer, more efficient, and personalized perioperative management.
CONDITIONS
Official Title
Machine Learning for Predicting Spinal Anesthesia Duration
Who Can Participate
Eligibility Criteria
You may qualify if you...
- Patients scheduled for total knee arthroplasty between November 2025 and March 2026 at Kocaeli City Hospital Operating Theaters
- Patients who have provided written informed consent
- Surgery planned under spinal anesthesia
- Complete clinical data available during study
- Adults aged 18 years or older, ASA Physical Status I or II
You will not qualify if you...
- Patients converted to general anesthesia during surgery or initially operated under general anesthesia
- Patients requiring postoperative intensive care unit admission
- Patients with surgical complications preventing planned postoperative mobilization
- Patients with cognitive impairment preventing completion of postoperative pain assessments
- Patients with neuropathic pain, multiple sclerosis, or other neuromotor disorders
AI-Screening
AI-Powered Screening
Complete this quick 3-step screening to check your eligibility
Trial Site Locations
Total: 1 location
1
Kocaeli City Hospital
Kocaeli, İzmit, Turkey (Türkiye), 41000
Actively Recruiting
Research Team
S
Sıddık Varolgüneş, MD
CONTACT
A
Ahmet Yüksek, MD
CONTACT
How is the study designed?
Study Type
OBSERVATIONAL
Masking
N/A
Allocation
N/A
Model
N/A
Primary Purpose
N/A
Number of Arms
1
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