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References from Synergistic effect of insulin resistance and glycemic variability on mortality in ICU patients with gastrointestinal bleeding: impact of the TyG-GVI index and development of an explainable web-based clinical calculator. Local targets link to admitted publications; unresolved targets remain external evidence.
MIMIC-IV, a freely accessible electronic health record dataset
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APACHE II: a severity of disease classification system
10.1097/00003246-198304000-00016 · 1985 · External reference
Blood biomarker trajectories in ICU-directed prediction models – a scoping review
10.1007/s13167-026-00456-5 · 2026 · External reference
The product of triglycerides and glucose, a simple measure of insulin sensitivity. Comparison with the euglycemic-hyperinsulinemic clamp
10.1210/jc.2010-0288 · 2010 · External reference
Association between triglyceride-glucose index and all-cause mortality in critically ill patients with acute myocardial infarction: analysis of the MIMIC-IV database
10.3389/fendo.2025.1447053 · 2025 · External reference
Glycemic variability: the third component of the dysglycemia in diabetes. Is it important? How to measure it
10.1177/193229680800200618 · 2008 · External reference
Oscillating glucose is more deleterious to endothelial function and oxidative stress than mean glucose in normal and type 2 diabetic patients
10.2337/db08-0063 · 2008 · External reference
Inflammatory markers link triglyceride-glucose index and obesity indicators with adverse cardiovascular events in patients with hypertension: insights from three cohorts
10.1186/s12933-024-02571-x · 2025 · External reference
Triglyceride-glucose index combined with estimated pulse wave velocity improves stroke risk stratification in the CHARLS cohort
10.1038/s41598-025-18668-6 · 2025 · External reference
An interpretable machine learning model for predicting in-hospital mortality in ICU patients with ventilator-associated pneumonia
10.1371/journal.pone.0316526 · 2025 · External reference
Multiple organ dysfunction score: a reliable descriptor of a complex clinical outcome
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A new method of classifying prognostic comorbidity in longitudinal studies: development and validation
10.1016/0021-9681(87)90171-8 · 1987 · External reference
U-shaped association between the glycemic variability and prognosis in hemorrhagic stroke patients: a retrospective cohort study from the MIMIC-IV database
10.3389/fendo.2025.1546164 · 2025 · External reference
The SOFA (Sepsis-related Organ Failure Assessment) score to describe organ dysfunction/failure. On behalf of the Working Group on Sepsis-Related Problems of the European Society of Intensive Care Medicine
10.1007/bf01709751 · 1996 · External reference
Type 2 diabetes mellitus: new pathogenetic mechanisms, treatment and the most important complications
10.3390/ijms26031094 · 2025 · External reference
Prognostic model development for classification of colorectal adenocarcinoma by using machine learning model based on feature selection technique boruta
10.1038/s41598-023-33327-4 · 2023 · External reference
Prediction of intracranial aneurysm risk using machine learning
10.1038/s41598-020-63906-8 · 2020 · External reference
Prediction of sepsis mortality in ICU patients using machine learning methods
10.1186/s12911-024-02630-z · 2024 · External reference
Development and validation of an interpretable machine learning model for predicting in-hospital mortality for ischemic stroke patients in ICU
10.1016/j.ijmedinf.2025.105874 · 2025 · External reference
The prognostic role of glycemic variability in predicting the risk of adverse cardiovascular events in patients with cardiovascular diseases: a meta-analysis
10.1186/s13098-025-02036-5 · 2025 · External reference
Activation of oxidative stress by acute glucose fluctuations compared with sustained chronic hyperglycemia in patients with type 2 diabetes
10.1001/jama.295.14.1681 · 2006 · External reference
Continuous glucose monitoring systems in noninsulin-treated people with type 2 diabetes: A systematic review and meta-analysis of randomized controlled trials
10.1089/dia.2023.0390 · 2024 · External reference