Related Experiment Video
Updated: Jan 2, 2026

Utilizing a 3D Printed Laparoscopic Nissen Fundoplication Model to Shorten a Resident's Learning Curve
Published on: August 15, 2025
A Statistical Approach for the Learning Curve of Physicians in Utilization of Electronic Order Sets
Jaehoon Lee1,2, Nathan C Hulse1,2
1Intermountain Healthcare, Salt Lake City, Utah, United States.
Background:
Understanding a physician's behavior toward learning order sets is important as it is a key information to design order sets with optimized contents.
Objective:
The objective of this article is to test a hypothesis: for a physician using a new order set repeatedly, the utilization rate of order set contents has a pattern of either increase or decrease.
Methods:
To test the hypothesis, we retrieved empirical data of order set usage in local hospitals that adopted a new computerized physician order entry (CPOE) system and enterprise wide standard order sets. We extracted 4-year data including 63,583 orders made by 600 physicians in the inpatient setting and analyzed patterns of the learning curve at several aggregation levels.
Result:
The analysis results demonstrated that content modification rates over time were relatively flat except for a few localized patterns.
Conclusion:
Based on our finding, we reject our initial hypothesis.
More Related Videos
05:04Author Spotlight: Evaluating Clinicians' Adoption of Ultrasound-Guided Vascular Cannulation Through Simulation Training
Published on: August 9, 2024
06:28E-Patient Counseling Trial E-PACO: Computer Based Education versus Nurse Counseling for Patients to Prepare for Colonoscopy
Published on: August 1, 2019
Related Concept Videos
Dosage Regimen Designs: Nomograms and Tabulations
Methods of Documentation VII: EMR
Model Approaches for Pharmacokinetic Data: Distributed Parameter Models
The distributed parameter models are specifically designed to account for variations and differences in some drug classes. This model is particularly useful for assessing regional concentrations of anticancer or...
Model-Independent Approaches for Pharmacokinetic Data: Noncompartmental Analysis
One important characteristic of noncompartmental analyses is that drug exposure increases proportionally with increasing doses. This...
Survival Curves
The Kaplan-Meier estimator is the most common method for constructing survival curves. This...
Health Information Technology and Healthcare Information System
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include: