ReviewExperimental physiology2026
EuroSCORE II: Current limitations and physiological gaps in risk stratification.
Review in Experimental physiology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers, 1 of them a synthesis that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
9 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Unimodal to multimodal: a systematic review of predictive machine learning models for valvular heart diseases.Frontiers in cardiovascular medicine · 2026Pooled it
- Preoperative HALP index as a predictor of in-hospital mortality after type A aortic dissection surgery: a retrospective cohort study.Annals of medicine · 2026Article
- Dynamic Perioperative Risk Stratification of In-Hospital Mortality After Elective Isolated On-Pump CABG: A Single-Center Firth Penalized Logistic Regression Analysis.Journal of clinical medicine · 2026Article
- From Exposure to Outcome: Air Pollution-Induced Oxidative Stress as a Determinant of Early and Late Outcomes After Coronary Artery Bypass Grafting.Antioxidants (Basel, Switzerland) · 2026Review
- Predictive Value of PreoperativeInternational journal of molecular sciences · 2026Article
- Development and validation of a machine learning model for predicting 6-month mortality in patients with infective endocarditis.Biomedical engineering online · 2026Article
- Risk Stratification for Postoperative Mortality in Cardiac Surgery: "Quo Vadis"?Medicina (Kaunas, Lithuania) · 2026Review
- EuroSCORE II: Current limitations and physiological gaps in risk stratification.Experimental physiology · 2026Review
- Impact of occult renal dysfunction on postoperative acute kidney injury and late prognosis in elderly patients undergoing coronary artery bypass.BMC nephrology · 2026Observational
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors.
Funding
Abstract
Risk stratification remains critical in cardiac surgery, enabling clinicians to predict adverse outcomes and guide perioperative management. The European System for Cardiac Operative Risk Evaluation (EuroSCORE) II, introduced in 2011, incorporates 18 key variables to provide an evidence-based approach to risk assessment. However, evolving surgical techniques, changing patient demographics, and emerging evidence reveal limitations in the model's predictive capabilities. Important factors such as frailty, race, liver dysfunction, left ventricular dimensions, and advanced cardiac function metrics are not incorporated, reducing its accuracy in diverse and high-risk populations. Additionally, the model does not fully account for key conditions, such as infective endocarditis, where high-risk features like embolic events and abscesses significantly impact surgical outcomes. Simplified categorisation of procedures and the binary assessment of coronary artery disease overlook critical complexities, such as lesion severity and procedural variability. Advanced parameters like global longitudinal strain (GLS), SYNTAX, and Model for End-Stage Liver Disease (MELD) scores could enhance the model's granularity and predictive power. Furthermore, integrating machine learning into future iterations of EuroSCORE offers the potential to capture non-linear interactions and continuously refine predictions. These updates could pave the way for a 'EuroSCORE III' better aligned with modern surgical practices, offering improved precision in risk stratification, more personalised clinical decision-making and optimised patient outcomes.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.