Research map: Genetic determinants of metabolic–inflammatory dysregulation and machine learning prediction of COVID-19

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Papers in this map

  1. Clinical Characteristics of 138 Hospitalized Patients With 2019 Novel Coronavirus–Infected Pneumonia in Wuhan, China · Dawei Wang · 2020 · 21248 citations · Cited by this paper
  2. Functional analyses of male-specific early-phosphorylated proteins reveal an intrinsically disordered protein required for microgamete release in Plasmodium berghei · 2026 · Related
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  13. Elevated levels of IL-6 and CRP predict the need for mechanical ventilation in COVID-19 · Tobias Herold · 2020 · 1080 citations · Cited by this paper
  14. Lipid metabolism in the resuscitation of dormant mycobacterium tuberculosis: molecular resilience, host hijacking, and clinical opportunities · 2026 · Related
  15. Risk and Protective Factors for COVID-19 Morbidity, Severity, and Mortality · Jinjin Zhang · 2022 · 735 citations · Cited by this paper
  16. Smart healthcare: Artificial intelligences impact on drug development and patient care · 2025 · Related
  17. Procalcitonin in patients with severe coronavirus disease 2019 (COVID-19): A meta-analysis · Giuseppe Lippi · 2020 · 694 citations · Cited by this paper
  18. Development and Internal Validation of an Early Warning Predictive Model for Critically Ill Patients in the Emergency Department Utilizing Easily Obtainable Clinical Indicators · 2026 · Related
  19. Risk factors for Covid-19 severity and fatality: a structured literature review · Dominik Wolff · 2020 · 537 citations · Cited by this paper
  20. Cross validation for model selection: A review with examples from ecology · Luke A. Yates · 2022 · 459 citations · Cited by this paper
  21. Evaluation of artificial intelligence techniques in disease diagnosis and prediction · Nafiseh Ghaffar Nia · 2023 · 425 citations · Cited by this paper
  22. Ensemble Learning for Disease Prediction: A Review · Palak Mahajan · 2023 · 399 citations · Cited by this paper
  23. Deep ROC Analysis and AUC as Balanced Average Accuracy, for Improved Classifier Selection, Audit and Explanation · Andre M. Carrington · 2022 · 338 citations · Cited by this paper
  24. Overfitting, Model Tuning, and Evaluation of Prediction Performance · Osval Antonio Montesinos-López · 2022 · 317 citations · Cited by this paper
  25. Prognostic value of NT-proBNP in patients with severe COVID-19 · Lei Gao · 2020 · 307 citations · Cited by this paper
  26. Utilization of machine-learning models to accurately predict the risk for critical COVID-19 · Dan Assaf · 2020 · 291 citations · Cited by this paper
  27. Artificial intelligence in healthcare and medicine: clinical applications, therapeutic advances, and future perspectives · Yosri A. Fahim · 2025 · 266 citations · Cited by this paper
  28. Machine Learning (ML) in Medicine: Review, Applications, and Challenges · Amir Masoud Rahmani · 2021 · 251 citations · Cited by this paper
  29. Explainable AI in Clinical Decision Support Systems: A Meta-Analysis of Methods, Applications, and Usability Challenges · Qaiser Abbas · 2025 · 207 citations · Cited by this paper
  30. Effect of the COVID-19 pandemic on obesity and its risk factors: a systematic review · Tahir Yousuf Nour · 2023 · 159 citations · Cited by this paper
  31. How Do Machines Learn? Artificial Intelligence as a New Era in Medicine · Oliwia Koteluk · 2021 · 120 citations · Cited by this paper
  32. Learning With Multiclass AUC: Theory and Algorithms · Zhiyong Yang · 2021 · 116 citations · Cited by this paper
  33. Risk Factors of Severe COVID-19: A Review of Host, Viral and Environmental Factors · Levente Zsichla · 2023 · 108 citations · Cited by this paper
  34. Clinical Predictive Models for COVID-19: Systematic Study · Patrick M. Schwab · 2020 · 107 citations · Cited by this paper
  35. Oxidative stress-induced endothelial dysfunction and decreased vascular nitric oxide in COVID-19 patients · Virginie Montiel · 2022 · 103 citations · Cited by this paper
  36. Big data and predictive analytics: A systematic review of applications · Amirhossein Jamarani · 2024 · 99 citations · Cited by this paper
  37. The role of artificial intelligence in pandemic responses: from epidemiological modeling to vaccine development · Mayur Suresh Gawande · 2025 · 83 citations · Cited by this paper
  38. Machine Learning Approach to Predicting COVID-19 Disease Severity Based on Clinical Blood Test Data: Statistical Analysis and Model Development · Sakifa Aktar · 2021 · 82 citations · Cited by this paper
  39. Generative Artificial Intelligence in Healthcare: Applications, Implementation Challenges, and Future Directions · Syed Arman Rabbani · 2025 · 75 citations · Cited by this paper

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