Key result
Online ECG education with deliberate practice improves pediatricians' accuracy in identifying actionable findings by ~15%.
Why the study?
Does an online pediatric ECG educational intervention improve pediatricians' diagnostic skills?
Cohort (n=345)
Yes
Does an online pediatric ECG educational intervention improve pediatricians' diagnostic skills?
Effect estimate: Gain +14.6% (95% CI 13.1-15.8)
Structured practice with immediate feedback can feasibly improve pediatricians' ECG interpretation skills and identify findings prone to diagnostic error.
May support ECG training in pediatrics; hypothesis-generating for clinical outcomes and durability.
OBJECTIVES To develop an online pediatric electrocardiogram (ECG) educational intervention, d to examine pediatricians' diagnostic skill development as they progressed to achieve a performance-based standard, and to determine the frequency of pediatric ECG findings at highest risk for diagnostic error. METHODS This multicenter, prospective cohort study included a convenience sample of pediatricians. There were 400 cases in the intervention, and for each case, participants first determined whether an actionable abnormality was present or absent. If present, participants categorized abnormalities as rate/rhythm, anatomical/technical, or Q-wave/repolarization, and selected the most appropriate specific diagnosis from a drop-down list of options. Immediate feedback was provided after each case, and practice continued until a minimal passing standard was achieved. RESULTS A total of 345 pediatricians performed 46,649 pediatric ECG case interpretations. Initial accuracy was 82.1% in identifying ECG with actionable findings, 70.9% for correct categorization of actionable findings, and 45.2% for selecting most actionable specific diagnosis. There were learning gains for each of these diagnostic tasks: +14.6% (95% CI 13.1, 15.8), +15.0% (95% CI 13.2, 16.8), and +19.8% (95% CI 17.5, 22.1), respectively. Furthermore, 65% achieved the minimal passing standard in a median of 325 cases (IQR 198, 496) or 6.5 hours (IQR 3.4, 10.0) of practice. Among the 46,649 case interpretations, 7,675 (16.5%) were incorrect interpretations. ECG findings consistent with ventricular hypertrophy, Brugada sign, prolonged QTc, and ischemia/pericarditis were among the most challenging diagnoses. CONCLUSION Structured practice with feedback can feasibly improve pediatrician ECG interpretation skills and derive data to identify ECG findings prone to diagnostic error.
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Boutis et al. (2026) conducted a cohort in Pediatric electrocardiogram (ECG) interpretation (n=345). Online pediatric ECG educational intervention with deliberate practice and immediate feedback was evaluated on Accuracy in identifying ECGs with actionable findings (Gain +14.6%, 95% CI 13.1-15.8). An online educational intervention with deliberate practice improved pediatricians' accuracy in identifying actionable ECG findings by 14.6% (95% CI 13.1-15.8).
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