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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.
Interdisciplinary Cardiovascular and Thoracic Surgery
|June 23, 2026
Summary
Consistent surgical practice and cumulative experience are key to improving cardiac surgery outcomes. Maintaining high procedure-specific volume, especially for coronary artery bypass graft (CABG) and mitral valve reconstruction (MVR), significantly reduces mortality and re-thoracotomy rates.
Area of Science:
- Cardiac Surgery Outcomes
- Surgical Learning Curves
- Medical Education
Background:
- Surgical proficiency is critical for patient outcomes in complex procedures.
- Understanding how surgeons learn and improve is essential for optimizing training and practice.
- Cardiac surgery, including coronary artery bypass graft (CABG), aortic valve replacement (AVR), and mitral valve reconstruction (MVR), involves intricate techniques where learning plays a vital role.
Purpose of the Study:
- To evaluate the impact of specific learning mechanisms on surgical outcomes in CABG, AVR, and MVR.
- To investigate the influence of procedure-specific learning, analogy-based learning, and cumulative experience on patient safety and efficiency.
- To identify factors contributing to improved performance in high-volume cardiac procedures.
Main Methods:
- Analysis of 21,269 cardiac surgeries (CABG, AVR, MVR) performed by 46 surgeons between 2010 and 2023 in Germany.
- Surgical outcomes assessed using 30-day risk-adjusted mortality rate (RAMR) and risk-adjusted re-thoracotomy rate (RARR), adjusted with EuroSCORE II.
- Linear regression models employed to examine the association between learning mechanisms (procedure-specific volume, analogy-based learning, cumulative experience) and surgical outcomes.
Main Results:
- Increased procedure-specific volume in the prior quarter significantly lowered 30-day RAMR for CABG (0.49% decrease; P=0.014).
- Analogy-based learning showed cross-procedural effects for CABG, with prior volumes of related procedures (AVR, MVR) impacting RAMR.
- Greater cumulative experience significantly reduced RARR for MVR (P=0.028), while no significant volume-outcome associations were found for AVR.
Conclusions:
- Consistent, procedure-specific surgical practice is crucial for enhancing outcomes in cardiac surgery.
- Accumulating experience and leveraging analogy-based learning contribute to improved patient safety and reduced complications.
- Optimizing surgical training and practice patterns can lead to better results in CABG and MVR procedures.