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Updated: Jun 14, 2025

Predicting Treatment Response to Image-Guided Therapies Using Machine Learning: An Example for Trans-Arterial Treatment of Hepatocellular Carcinoma
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Predicting Treatment Response to Image-Guided Therapies Using Machine Learning: An Example for Trans-Arterial Treatment of Hepatocellular Carcinoma

Published on: October 10, 2018

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一个基于机器学习的预测机械通风ICU患者的医院死亡率

Hexin Li1, Negin Ashrafi1, Chris Kang1

  • 1Department of Industrial and Systems Engineering, University of Southern California (USC), Los Angeles, CA, United States of America.

PloS one
|September 4, 2024
PubMed
概括

这项研究开发了一种机器学习模型,用于预测机械通风 (MV) 患者的医院死亡率. CatBoost模型实现了高精度,为ICU医生提供了早期警报.

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Manual Muscle Testing: A Method of Measuring Extremity Muscle Strength Applied to Critically Ill Patients

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Mechanical ventilation is a life-saving technique for managing acute respiratory failure and other respiratory complications. The process involves using a machine known as a ventilator to supply oxygen to the lungs and assist in removing carbon dioxide. It serves as a bridge to long-term mechanical ventilation or a temporary measure until ventilatory support is discontinued. The ventilator can maintain this function for a prolonged period, providing critical support for patients until they can...
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