Related Experiment Video
Updated: Jul 5, 2026

Utilizing a 3D Printed Laparoscopic Nissen Fundoplication Model to Shorten a Resident's Learning Curve
Published on: August 15, 2025
Quantitative and individualized assessment of the learning curve using LC-CUSUM
D J Biau1, S M Williams, M M Schlup
1Département de Biostatistique et Informatique Médicale, Assistance Publique-Hôpitaux de Paris (AP-HP), Hôpital Saint-Louis, Université Paris 7, Institut National de la Santé et de la Recherche Médicale U717, Paris, France. djmbiau@yahoo.fr
Background:
Current methods available for assessing the learning curve, such as a predefined number of procedures or direct observation by a tutor, are unsatisfactory. A new tool, the cumulative summation test for learning curve (LC-CUSUM), has been developed that allows quantitative and individual assessment of the learning curve.
Methods:
Some 532 endoscopic retrograde cholangiopancreatographies (ERCPs) performed by one endoscopist over 8 years were analysed retrospectively using LC-CUSUM to assess the learning curve. The procedure was new to the endoscopist and monitored prospectively in the initial study. Success of the procedure was defined as cannulation and proper visualization of the duct(s) selected before the examination.
Results:
Fifty ERCPs were considered unsuccessful. There was a gradual improvement in performance over time from a success rate of 82.0 per cent for the first 100 procedures to 96.1 per cent for the last 129 procedures. The LC-CUSUM signalled at the 79th procedure, indicating that sufficient evidence had accumulated to prove that the endoscopist was competent.
Conclusion:
LC-CUSUM allows quantitative monitoring of individual performance during the learning process.
Related Concept Videos
Calibration Curves: Linear Least Squares
For data that follow a straight line, the standard method for fitting is the linear...
Sieve Analysis and Grading Curves
Survival Curves
The Kaplan-Meier estimator is the most common method for constructing survival curves. This...
Area Problem
Quantitative Analysis
In quantitative analysis, two key measurements are made: the sample quantity and a property proportional to the amount of the analyte (the substance being analyzed). This forms the basis of the method...
Dose Response Curve: Conventional Versus Nonmonotonic

