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Development and initial validation of a computerized adaptive test prototype for ECG interpretation using item
Shinji Inaba1, Kazumichi Yamamoto2,3, Tomohiro Kaga4
1Department of Cardiology, Pulmonology, Hypertension and Nephrology, Ehime University Graduate School of Medicine, Toon, Japan.
Plos One
|July 17, 2026
Summary
This study calibrated an electrocardiogram (ECG) item bank and developed a prototype for computerized adaptive testing (CAT) to efficiently assess ECG interpretation skills in healthcare professionals.
Area of Science:
- Medical Education
- Cardiology
- Psychometrics
Background:
- Accurate electrocardiogram (ECG) interpretation is crucial for clinical decisions, but competency is often suboptimal among healthcare professionals.
- Computerized adaptive testing (CAT) offers a potential solution for rapid, individualized, and standardized assessment of ECG interpretation skills.
- Implementing CAT requires a well-calibrated item bank based on item response theory.
Purpose of the Study:
- To establish item parameters for an ECG interpretation item bank.
- To evaluate the latent structure of ECG interpretation competency using multidimensional item response theory (MIRT).
- To develop an initial CAT prototype for ECG competency assessment.
Main Methods:
- Analysis of responses from 535 healthcare professionals on a 50-item online ECG test.
- Exploratory and confirmatory MIRT analyses to examine dimensionality.
- Estimation of item parameters (difficulty and discrimination) and model fit analyses.
Main Results:
- Both unidimensional and two-factor models were plausible latent structures for ECG interpretation competency.
- 47 out of 50 items demonstrated strong discrimination, with appropriately distributed difficulty parameters.
- Model fit analyses confirmed the selected model's suitability for CAT development.
Conclusions:
- A unidimensional model was selected for CAT development due to its simplicity and suitability.
- The calibrated ECG item bank facilitated the creation of a preliminary CAT prototype.
- CAT shows feasibility as an efficient and standardized method for assessing ECG interpretation competency in healthcare professionals.
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