Research map: Tipping the balance: impact of class imbalance correction on the performance of clinical risk prediction models

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Papers in this map

  1. SMOTE: Synthetic Minority Over-sampling Technique · Nitesh V. Chawla · 2002 · 32823 citations · Cited by this paper
  2. AI, humanity, and the open world of health care: enduring imperatives for the next century · 2026 · Related
  3. Learning from Imbalanced Data · Haibo He · 2009 · 10362 citations · Cited by this paper
  4. Medical code embeddings from claims-based co-occurrences: a unified semantic space for ICD-10 diagnoses and ATC medications · 2026 · Related
  5. Assessing the Performance of Prediction Models · Ewout Willem Steyerberg · 2009 · 5185 citations · Cited by this paper
  6. Early Detection of Elevated Ketone Bodies in Type 1 Diabetes Using Insulin and Glucose Dynamics Across Age Groups: Model Development Study · 2025 · Related
  7. Receiver Operating Characteristic Curve in Diagnostic Test Assessment · Jayawant N. Mandrekar · 2010 · 4684 citations · Cited by this paper
  8. Generative artificial intelligence for inpatient documentation summarization: mixed-methods quality assessment and early real-world experience · 2026 · Related
  9. Machine Learning in Medicine · Alvin Rajkomar · 2019 · 4486 citations · Cited by this paper
  10. Equity-by-design for socially assistive robots as digital health tools · 2026 · Related
  11. Semaglutide and Cardiovascular Outcomes in Obesity without Diabetes · A. Michael Lincoff · 2023 · 3058 citations · Cited by this paper
  12. Reflections on the discipline: foundations, challenges, and future of biomedical informatics · 2026 · Related
  13. 2024 ESC Guidelines for the management of chronic coronary syndromes · Christiaan J. Vrints · 2024 · 2786 citations · Cited by this paper
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  15. Big Data and Machine Learning in Health Care · Andrew L. Beam · 2018 · 2356 citations · Cited by this paper
  16. Digital health technology burden and frustration among patients with multimorbidity · 2026 · Related
  17. The eICU Collaborative Research Database, a freely available multi-center database for critical care research · Tom Pollard · 2018 · 2048 citations · Cited by this paper
  18. Evaluating large-scale propensity score adjustment when sample size is small · 2026 · Related
  19. A calibration hierarchy for risk models was defined: from utopia to empirical data · Ben Van Calster · 2016 · 914 citations · Cited by this paper
  20. CiteSure: retrieval-augmented large language models for faithful biomedical citation recommendation · 2026 · Related
  21. Experimental perspectives on learning from imbalanced data · Jason Van Hulse · 2007 · 798 citations · Cited by this paper
  22. Handling class imbalance in customer churn prediction · Jonathan Burez · 2008 · 555 citations · Cited by this paper
  23. Machine Learning in Healthcare · Hafsa Habehh · 2021 · 535 citations · Cited by this paper
  24. Interpreting area under the receiver operating characteristic curve · Anne de Hond · 2022 · 519 citations · Cited by this paper
  25. Use of Brier score to assess binary predictions · Kaspar Rufibach · 2010 · 496 citations · Cited by this paper
  26. Developing clinical prediction models: a step-by-step guide · Orestis Efthimiou · 2024 · 491 citations · Cited by this paper
  27. Shifting machine learning for healthcare from development to deployment and from models to data · Angela Zhang · 2022 · 429 citations · Cited by this paper
  28. Area under the Precision-Recall Curve: Point Estimates and Confidence Intervals · Kendrick Boyd · 2013 · 399 citations · Cited by this paper
  29. The harm of class imbalance corrections for risk prediction models: illustration and simulation using logistic regression · Ruben van den Goorbergh · 2022 · 368 citations · Cited by this paper
  30. The effect of class distribution on classifier learning: an empirical study · Gary M. Weiss · 2001 · 358 citations · Cited by this paper
  31. A multi-ancestry polygenic risk score improves risk prediction for coronary artery disease · Aniruddh P. Patel · 2023 · 309 citations · Cited by this paper
  32. Clinical prediction models: diagnosis versus prognosis · Maarten van Smeden · 2021 · 251 citations · Cited by this paper
  33. Semaglutide Effects on Cardiovascular Outcomes in People With Overweight or Obesity (SELECT) rationale and design · Donna H. Ryan · 2020 · 249 citations · Cited by this paper
  34. Classification of Imbalanced Data by Combining the Complementary Neural Network and SMOTE Algorithm · Piyasak Jeatrakul · 2010 · 189 citations · Cited by this paper
  35. Risk Prediction Models for Post‐Operative Mortality in Patients With Cirrhosis · Nadim Mahmud · 2020 · 175 citations · Cited by this paper
  36. Incidence of End-Stage Renal Disease Attributed to Diabetes Among Persons with Diagnosed Diabetes — United States and Puerto Rico, 2000–2014 · Nilka Rı́os Burrows · 2017 · 164 citations · Cited by this paper
  37. Artificial Intelligence Predictive Model for Hormone Therapy Use in Prostate Cancer · Daniel Eidelberg Spratt · 2023 · 140 citations · Cited by this paper
  38. Toward Big Data Analytics · Simon Lebech Cichosz · 2015 · 103 citations · Cited by this paper
  39. Survival prediction of patients with sepsis from age, sex, and septic episode number alone · Davide Chicco · 2020 · 71 citations · Cited by this paper

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