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Updated: Jun 9, 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

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预测糖尿病前期生活方式干预的不响应者:一种机器学习方法

Andrea Foppiani1,2, Ramona De Amicis3,4, Alessandro Leone3,5

  • 1International Center for the Assessment of Nutritional Status and the Development of Dietary Intervention Strategies (ICANS-DIS), Department of Food, Environmental and Nutritional Sciences (DeFENS), University of Milan, 20133, Milan, Italy. andrea.foppiani@unimi.it.

European journal of clinical nutrition
|October 24, 2024
PubMed
概括

一个机器学习算法可以预测糖尿病前期患者不太可能仅仅通过改变生活方式而取得成功. 这有助于识别需要更早,更密集的干预措施以更好地控制血糖的个体.

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Regression Toward the Mean01:52

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Regression toward the mean (“RTM”) is a phenomenon in which extremely high or low values—for example, and individual’s blood pressure at a particular moment—appear closer to a group’s average upon remeasuring. Although this statistical peculiarity is the result of random error and chance, it has been problematic across various medical, scientific, financial and psychological applications. In particular, RTM, if not taken into account, can interfere when...
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