Research map: Interpretable Machine Learning Model Using Oxygenation and Respiratory Variability to Predict Hemorrhagic Stroke Mortality: A Multicenter Validation Study

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  1. MIMIC-IV, a freely accessible electronic health record dataset · Alistair E. W. Johnson · 2023 · 3332 citations · Cited by this paper
  2. Medical question answering: A comprehensive multimodal and LLM-driven survey · 2026 · Related
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  6. Fusion of ERP and fNIRS signals for classification of internet gaming disorder in an attention-modulating dot-probe task · 2026 · Related
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  9. The Importance of Respiratory Rate Monitoring: From Healthcare to Sport and Exercise · Andrea Nicolò · 2020 · 446 citations · Cited by this paper
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  11. Both Hypoxemia and Extreme Hyperoxemia May Be Detrimental in Patients with Severe Traumatic Brain Injury · Daniel P. Davis · 2009 · 274 citations · Cited by this paper
  12. Computational Screening of Natural Compounds Reveals Glycyrrhisoflavone as a Potential Hepatitis B X-interacting Protein Inhibitor · 2026 · Related
  13. The Global Burden of Hemorrhagic Stroke: A Summary of Findings From the GBD 2010 Study · Rita Krishnamurthi · 2014 · 216 citations · Cited by this paper
  14. Predicting OCT-defined vulnerable plaques and MACE using quantitative imaging features of pericoronary adipose tissue from coronary CTA · 2026 · Related
  15. The importance of interpreting machine learning models for blood glucose prediction in diabetes: an analysis using SHAP · Francesco Prendin · 2023 · 158 citations · Cited by this paper
  16. Information bottleneck-driven Gaussian PID enables modality-level interpretability in multimodal survival prediction · 2026 · Related
  17. Mechanical ventilation in patients with acute ischaemic stroke: from pathophysiology to clinical practice · Chiara Robba · 2019 · 134 citations · Cited by this paper
  18. Non-invasive coronary fractional flow reserve prediction using a neural network with hemodynamic and geometric embeddings: A proof-of-concept study · 2026 · Related
  19. Brain-lung interaction: a vicious cycle in traumatic brain injury · Ariana Alejandra Chacón-Aponte · 2022 · 68 citations · Cited by this paper
  20. AI agents in drug discovery: A review of evolution, applications, and future directions · 2026 · Related
  21. Predictors of In-hospital Mortality of Acute Ischemic Stroke in Adult Population · Bhupendra Shah · 2017 · 44 citations · Cited by this paper
  22. Mean nocturnal respiratory rate predicts cardiovascular and all-cause mortality in community-dwelling older men and women · Mathias Baumert · 2019 · 43 citations · Cited by this paper
  23. Development and validation of an interpretable machine learning model for predicting in-hospital mortality for ischemic stroke patients in ICU · Xiao Luo · 2025 · 39 citations · Cited by this paper
  24. Demystifying the Black Box: The Importance of Interpretability of Predictive Models in Neurocritical Care · Laura Moss · 2022 · 38 citations · Cited by this paper
  25. Association of Hyponatremia and Risk of Short- and Long-Term Mortality in Patients with Stroke: A Systematic Review and Meta-Analysis · Zhongyun Chen · 2019 · 35 citations · Cited by this paper
  26. Interpretable machine learning for prediction of clinical outcomes in acute ischemic stroke · Joonwon Lee · 2023 · 33 citations · Cited by this paper
  27. Respiratory rate: the neglected vital sign · Olivier Steichen · 2008 · 27 citations · Cited by this paper
  28. IHCP: interpretable hepatitis C prediction system based on black-box machine learning models · Yongxian Fan · 2023 · 27 citations · Cited by this paper
  29. Machine learning prediction models for multidrug-resistant organism infections in ICU ventilator-associated pneumonia patients: Analysis using the MIMIC-IV database · Zhigang Cui · 2025 · 20 citations · Cited by this paper
  30. Neurological outcomes and mortality following hyperoxemia in adult patients with acute brain injury: an updated meta-analysis and meta-regression · Nekane Romero-García · 2025 · 18 citations · Cited by this paper
  31. Association of Early Oxygenation Levels with Mortality in Acute Ischemic Stroke – A Retrospective Cohort Study · Ozan Akça · 2019 · 12 citations · Cited by this paper
  32. Machine learning-based prediction of 90-day prognosis and in-hospital mortality in hemorrhagic stroke patients · Ahmad A. Abujaber · 2025 · 11 citations · Cited by this paper
  33. Unveiling the role of stress hyperglycemia in predicting mortality for critically ill hemorrhagic stroke patients: insights from MIMIC-IV · Yong Gang Yue · 2025 · 9 citations · Cited by this paper
  34. Oxygen desaturation and adverse outcomes in acute stroke: Secondary analysis of the HeadPoST study · Menglu Ouyang · 2021 · 8 citations · Cited by this paper
  35. A High Serum Phosphate and Calcium-Phosphate Product Is Associated With Cerebral Small Vascular Disease in Patients With Stroke: A Real-World Study · Wenjing Lv · 2022 · 6 citations · Cited by this paper
  36. Fast and Deep Breathing in Acute Brain Injury · Eelco F. M. Wijdicks · 2024 · 6 citations · Cited by this paper
  37. Effect of Different Early Oxygenation Levels on Clinical Outcomes of Patients Presenting in the Emergency Department With Severe Traumatic Brain Injury · Charikleia Spyridon Vrettou · 2022 · 5 citations · Cited by this paper
  38. The Roles of Heart Rate Variability in Cerebral Stroke · Huijun Wang · 2025 · 5 citations · Cited by this paper
  39. Stroke, Oxygen and Prehospital Care: A Commentary on Current Treatments and Opportunities for Improvement · John Collins · 2021 · 4 citations · Cited by this paper

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