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相关概念视频

Neural Circuits01:25

Neural Circuits

1.3K
Neural circuits and neuronal pools are two of the main structures found in the nervous system. Neural circuits are networks of neurons that work together to carry out a specific task or process. They consist of interconnected neurons and glial cells, which provide structural and metabolic support.
Neuronal pools are collections of nerve cells with similar functions and interact through chemical and electrical signals. These pools include both interneurons (the central neural circuit nodes that...
1.3K
Prediction Intervals01:03

Prediction Intervals

2.3K
The interval estimate of any variable is known as the prediction interval. It helps decide if a point estimate is dependable.
However, the point estimate is most likely not the exact value of the population parameter, but close to it. After calculating point estimates, we construct interval estimates, called confidence intervals or prediction intervals. This prediction interval comprises a range of values unlike the point estimate and is a better predictor of the observed sample value, y. 
2.3K
Brain Imaging01:14

Brain Imaging

238
Brain imaging technologies provide critical insights into both the structure and function of the human brain, enabling medical professionals and researchers to diagnose, study, and treat neurological disorders or psychiatric disorders more effectively.
These technologies include computerized axial tomography (CAT or CT scans), positron-emission tomography (PET scans),  magnetic resonance imaging (MRI),  functional magnetic resonance imaging (fMRI), and Transcranial Magnetic...
238
Neural Regulation01:37

Neural Regulation

39.5K
Digestion begins with a cephalic phase that prepares the digestive system to receive food. When our brain processes visual or olfactory information about food, it triggers impulses in the cranial nerves innervating the salivary glands and stomach to prepare for food.
39.5K
Cognitive Development During Adulthood01:30

Cognitive Development During Adulthood

129
Cognitive development continues throughout adulthood, undergoing significant shifts across early, middle, and late stages. Individual transition occurs from adolescent idealism to pragmatic and adaptable thinking in early adulthood. During this period, individuals learn to integrate personal beliefs with the recognition that other perspectives are equally valid. Exposure to the complexities of modern society, diverse experiences, and higher education contribute to this adaptive thought process,...
129
Organization of the Brain01:30

Organization of the Brain

823
The brain is an integral component of the nervous system and serves as the center for processing sensory inputs, making decisions, and directing bodily actions. This complex organ is organized into three primary sections: the hindbrain, midbrain, and forebrain, each responsible for a range of vital functions.
Hindbrain
The hindbrain, located at the base of the brain, plays a vital role in regulating automatic processes that sustain life. It includes the medulla oblongata, which is essential for...
823

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相关实验视频

Updated: Jul 14, 2025

Basics of Multivariate Analysis in Neuroimaging Data
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Basics of Multivariate Analysis in Neuroimaging Data

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可解释的大脑年龄预测使用共变神经网络.

Saurabh Sihag1, Gonzalo Mateos2, Corey McMillan1

  • 1University of Pennsylvania, Philadelphia, PA.

ArXiv
|October 9, 2023
PubMed
概括

这项研究介绍了一种可解释的AI框架,用于使用coVariance神经网络预测大脑年龄. 这种方法提高了大脑年龄差距分析的透明度,这对于识别神经疾病风险至关重要.

科学领域:

  • 计算神经科学是一种计算神经科学.
  • 机器学习在神经成像中的应用.

背景情况:

  • 从神经成像数据中预测大脑年龄正在获得吸引力.
  • 大脑年龄差距,预测的大脑年龄和时间表年龄之间的差异,可以表明加快衰老和增加神经疾病风险.
  • 目前的大脑年龄预测模型缺乏透明度和方法论上的理由,阻碍了临床采用.

结论:

  • 拟议的VNN框架提高了大脑年龄预测的透明度和解剖学解释性.
  • 这种方法有助于更深入地了解加速的大脑衰老及其与AD等神经疾病的关联.
  • 这些发现支持可解释的AI在神经退行性疾病的临床决策支持中的潜力.

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