Research map: A machine learning-based framework for predicting type 2 diabetes mellitus using hematological indices

Back to the article

Papers in this map

  1. Random Forests · Leo Breiman · 2001 · 133269 citations · Cited by this paper
  2. Predicting diuretic efficiency in critically ill patients with acute decompensated heart failure: External validation of the BAN-ADHF score · 2026 · Related
  3. Global and regional diabetes prevalence estimates for 2019 and projections for 2030 and 2045: Results from the International Diabetes Federation Diabetes Atlas, 9th edition · Pouya Saeedi · 2019 · 10780 citations · Cited by this paper
  4. Incorporating of an enhanced radiation protection device into the treatment of ST elevation myocardial infarctions: A single center retrospective analysis · 2026 · Related
  5. Global aetiology and epidemiology of type 2 diabetes mellitus and its complications · Yan Zheng · 2017 · 5872 citations · Cited by this paper
  6. ACOT1-specific expression modulates metabolic reprogramming in diabetic cardiomyopathy: The role of SREBP1c lactylation in CD36-mediated lipotoxicity · 2026 · Related
  7. Gradient boosting machines, a tutorial · Alexey Natekin · 2013 · 3945 citations · Cited by this paper
  8. Clinical insights into syncope and presyncope during graded exercise testing: A 40,715-test experience · 2026 · Related
  9. Epidemiology of Type 2 Diabetes – Global Burden of Disease and Forecasted Trends · Moien AB Khan · 2019 · 3247 citations · Cited by this paper
  10. Assessment of lipid profile abnormalities and associated biochemical markers among cardiovascular disease patients in Hajjah Governorate, Yemen: A case-control study · 2026 · Related
  11. Pathophysiology of diabetes: An overview · AgaS Sameer · 2020 · 754 citations · Cited by this paper
  12. Handling persistent cardiac troponin elevation in asymptomatic athletes: The role of macrocomplexes · 2026 · Related
  13. Linear regression · Xiaogang Su · 2012 · 645 citations · Cited by this paper
  14. From survival to lifelong care: The role of patient organisations in aortic dissection · 2026 · Related
  15. The decision tree classifier: Design and potential · Philip H. Swain · 1977 · 560 citations · Cited by this paper
  16. Clinical outcomes following transcatheter aortic valve replacement in patients with concordant versus discordant aortic stenosis · 2026 · Related
  17. The Growing Epidemic of Diabetes Mellitus · Dragan B. Lović · 2019 · 511 citations · Cited by this paper
  18. Aortic pressure-velocity loop: a potential tool for assessing risk associated with midsystolic forward compression waves in patients with chronic atherosclerotic coronary artery disease · 2026 · Related
  19. Metabolic syndrome, diabetes, and hyperuricemia · Changgui Li · 2013 · 485 citations · Cited by this paper
  20. Exploring Risk Factors of Type 2 Diabetes Mellitus Using Decision Tree and Random Forest Models: Baseline Data From Kharameh Cohort Study · 2024 · Related
  21. Risk Factors for Type 2 Diabetes Mellitus · Barbara Johnston Fletcher · 2002 · 401 citations · Cited by this paper
  22. Diabetes Mellitus: Insights from Epidemiology, Biochemistry, Risk Factors, Diagnosis, Complications and Comprehensive Management · Saruar Alam · 2021 · 326 citations · Cited by this paper
  23. Mashhad stroke and heart atherosclerotic disorder (MASHAD) study: design, baseline characteristics and 10-year cardiovascular risk estimation · Majid Ghayour‐Mobarhan · 2015 · 212 citations · Cited by this paper
  24. Relationship between neutrophil-lymphocyte ratio and insulin resistance in newly diagnosed type 2 diabetes mellitus patients · Meiqin Lou · 2015 · 178 citations · Cited by this paper
  25. Plasma Uric Acid and the Risk of Type 2 Diabetes in a Chinese Community · Kuo‐Liong Chien · 2007 · 173 citations · Cited by this paper
  26. Investigation of neutrophil lymphocyte ratio and blood glucose regulation in patients with type 2 diabetes mellitus · Fatih Sefil · 2014 · 136 citations · Cited by this paper
  27. A Mendelian Randomization Study of Circulating Uric Acid and Type 2 Diabetes · Ivonne Sluijs · 2015 · 124 citations · Cited by this paper
  28. No evidence for a causal link between uric acid and type 2 diabetes: a Mendelian randomisation approach · Roman Pfister · 2011 · 107 citations · Cited by this paper
  29. Association of Hematological Parameters with Insulin Resistance and β-Cell Dysfunction in Nondiabetic Subjects · Anthony J. Hanley · 2009 · 91 citations · Cited by this paper
  30. Prediction of type 2 diabetes mellitus using hematological factors based on machine learning approaches: a cohort study analysis · Amin Khaje Mansoori · 2023 · 88 citations · Cited by this paper
  31. Exploratory study on classification of diabetes mellitus through a combined Random Forest Classifier · Xuchun Wang · 2021 · 85 citations · Cited by this paper
  32. Neutrophil:lymphocyte ratio is positively related to type 2 diabetes in a large-scale adult population: a Tianjin Chronic Low-Grade Systemic Inflammation and Health cohort study · Xiaoyan Guo · 2015 · 81 citations · Cited by this paper
  33. Random forest approach for determining risk prediction and predictive factors of type 2 diabetes: large-scale health check-up data in Japan · Tadao Ooka · 2021 · 69 citations · Cited by this paper
  34. Risk factors of incident type 2-diabetes mellitus over a 3-year follow-up: Results from a large Australian sample · Ding Ding · 2015 · 61 citations · Cited by this paper
  35. Serum Uric Acid Predicts Both Current and Future Components of the Metabolic Syndrome · Kristy Osgood · 2013 · 59 citations · Cited by this paper
  36. Stratified cluster sampling · Philip Martin Sedgwick · 2013 · 56 citations · Cited by this paper
  37. Comparison of hematological parameters between type 2 diabetes mellitus patients and healthy controls at Dessie comprehensive specialized hospital, Northeast Ethiopia: Comparative cross-sectional study · Hussen Ebrahim · 2022 · 44 citations · Cited by this paper
  38. The association of age, gender, ethnicity, family history, obesity and hypertension with type 2 diabetes mellitus in Trinidad · B. Shivananda Nayak · 2014 · 42 citations · Cited by this paper
  39. Prevalence and predictors of depression in type 2 diabetes mellitus · Ravi Kant · 2021 · 37 citations · Cited by this paper

Source: OpenAlex (CC0)