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Updated: Oct 16, 2026

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脑内压力预测AlgoRithm使用机器学习 (I-CARE):培训和验证研究

Nicholas Fong1,2, Jean Feng3, Alan Hubbard4

  • 1Department of Anesthesia and Perioperative Medicine, Zuckerberg San Francisco General Hospital and Trauma Center, University of California San Francisco, San Francisco, CA.

Critical care explorations
|January 1, 2024
PubMed
概括

这项研究使用机器学习开发了一个内压 (ICP) 预测算法. 该模型准确预测未来的ICP水平,帮助临床医生管理神经损伤.

关键词:
人工智能的人工智能是人工智能.脑损伤是因为脑损伤.内压力 内压力机器学习是机器学习.预测 预测 预测 预测

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Increased Intracranial Pressure l: Introduction01:14

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Intracranial hypertension is a sustained elevation of intracranial pressure (ICP) above 22 mm Hg. In supine adults, normal ICP is ~7–15 mm Hg.The rigid, nonexpandable cranium contains three components—brain tissue, blood, and cerebrospinal fluid (CSF)—that total ~1,700 mL in a typical adult: 1,400 mL brain (~80%), 150 mL blood (~10%), and 150 mL CSF (~10%). According to the Monro–Kellie doctrine, total intracranial volume is effectively fixed. When one component expands, CSF and venous blood...
Increased Intracranial Pressure ll: Pathophysiology01:29

Increased Intracranial Pressure ll: Pathophysiology

Increased intracranial pressure (ICP) refers to a potentially life-threatening rise in pressure inside the skull. This usually happens when there is a major change in the volume of brain tissue, blood, or cerebrospinal fluid (CSF) — the three components inside the skull. According to the Monro-Kellie doctrine, if the volume of one component increases, the volumes of the other components must decrease to maintain normal pressure. If this does not happen, ICP rises.The process often begins with...