Related Experiment Video
Updated: Jun 24, 2026

Simulator Training for Endovascular Neurosurgery
Published on: May 6, 2020
Surgeon Experience and Outcomes: Specific, Analogy-Based and Cumulative Learning in Cardiac Surgery
Benedikt L Langenbeck1, Esra Eren Bayindir1, Jonas Schreyögg1
1Hamburg Center for Health Economics, Universität Hamburg, 20354 Hamburg, Germany.
Objectives:
To assess how different learning mechanisms, including specific learning, analogy-based learning, and cumulative experience, influence surgical outcomes following coronary artery bypass graft (CABG), aortic valve replacement (AVR), and mitral valve reconstruction (MVR) surgeries.
Methods:
Between 2010 and 2023, 46 surgeons performed 21 269 cardiac surgeries (CABG, AVR, and MVR) at a major heart surgery centre in Germany. Surgical proficiency was assessed using the 30-day risk-adjusted mortality rate (RAMR) and risk-adjusted re-thoracotomy rate (RARR), calculated for each surgeon and adjusted using EuroSCORE II. Linear regression models examined associations between learning mechanisms and surgical outcomes.
Results:
Higher procedure-specific volume in the preceding quarter was significantly associated with a lower 30-day RAMR for CABG, demonstrating a decline of 0.49 percentage points (95% CI, -0.88 to -0.10; P = .014). Furthermore, analogy-based learning demonstrated a significant cross-procedural effect for CABG, as prior-quarter volumes of technically related procedures (AVR and MVR) exhibited significant non-linear associations with 30-day RAMR. For MVR, greater cumulative experience significantly reduced the RARR (-0.295; 95% CI, -0.55 to -0.03; P = .028). No significant volume-outcome associations were observed for AVR.This analysis included 21 269 total procedures (12 706 CABG, 5477 AVR, and 3086 MVR) from 2010 to 2023. Surgeons had a mean specialist experience of 8.2 years (CABG), 10.3 years (AVR), and 11.9 years (MVR) and performed a mean of 12, 5.1, and 5.1 procedure-specific surgeries per quarter, respectively.
Conclusions:
Maintaining consistent, procedure-specific practice and accumulating experience are crucial for improving cardiac surgery outcomes.