Development of Machine Learning Models to Predict Postoperative GERD Symptom Resolution After Laparoscopic Nissen Fundoplication
NCT06862037 · Status: ACTIVE_NOT_RECRUITING · Type: OBSERVATIONAL · Enrollment: 112
Last updated 2025-06-26
Summary
This study aims to develop machine learning models to predict postoperative gastroesophageal reflux symptom resolution after laparoscopic Nissen fundoplication using Elastic Net regression and synthetic minority oversampling technique (SMOTE).
Conditions
- Gastroesophageal Reflux Disease (GERD)
- Gastroesophageal Reflux (GER)
Interventions
- PROCEDURE
-
Laparoscopic Nissen fundoplication
Laparoscopic Nissen fundoplication (LNF) is the most commonly performed anti-reflux surgery. LNF is performed in patients with GERD refractory to medication or those expected to require long-term medical treatment. During LNF, the fundus of the stomach is mobilized and wrapped 360 degrees around the lower esophagus to reinforce the lower esophageal sphincter (LES), preventing the reflux of gastric contents into the esophagus.
Sponsors & Collaborators
-
Korea University Anam Hospital
lead OTHER
Eligibility
- Min Age
- 20 Years
- Sex
- ALL
- Healthy Volunteers
- No
Timeline & Regulatory
- Start
- 2017-02-01
- Primary Completion
- 2024-02-28
- Completion
- 2025-08-31
Countries
- South Korea
Study Locations
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