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相关概念视频

Attribution Theory00:56

Attribution Theory

13.0K
Behavior is a product of both the situation (e.g., cultural influences, social roles, and the presence of bystanders) and of the person (e.g., personality characteristics). Subfields of psychology tend to focus on one influence or behavior over others. Situationism is the view that our behavior and actions are determined by our immediate environment and surroundings. In contrast, dispositionism holds that our behavior is determined by internal factors (Heider, 1958).
13.0K
Neural Regulation01:37

Neural Regulation

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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.
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Altruism01:03

Altruism

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Altruistic behaviors are “unselfish” behaviors—those that help another individual at the expense of the individual carrying out the behavior. Despite the negative consequences for the altruistic animal, these behaviors are thought to have evolved for several reasons.
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Feedback Inhibition00:46

Feedback Inhibition

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Biochemical reactions are occurring constantly in cells, converting starting substances to different products, usually with the help of enzymes that speed the reactions. Without enzymes, it would take far too long for most reactions to occur to be useful to the cell!
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Blind Procedures02:07

Blind Procedures

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Ideally, the people who observe and record the children’s behavior are unaware of who was assigned to the experimental or control group, in order to control for experimenter bias. Experimenter bias refers to the possibility that a researcher’s expectations might skew the results of the study. Remember, conducting an experiment requires a lot of planning, and the people involved in the research project have a vested interest in supporting their hypotheses. If the observers knew which...
10.7K
The Retina01:32

The Retina

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The retina is a layer of nervous tissue at the back of the eye that transduces light into neural signals. This process, called phototransduction, is carried out by rod and cone photoreceptor cells in the back of the retina.
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相关实验视频

Updated: Jul 25, 2025

Author Spotlight: Unveiling Neural Mechanisms Through Automated Evaluation of Motor Learning and Myelin Plasticity Studies Using the Erasmus Ladder
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Author Spotlight: Unveiling Neural Mechanisms Through Automated Evaluation of Motor Learning and Myelin Plasticity Studies Using the Erasmus Ladder

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破解双盲审查:使用深度学习进行作者归因.

Leonard Bauersfeld1, Angel Romero1, Manasi Muglikar1

  • 1Robotics and Perception Group, University of Zurich, Zurich, Switzerland.

PloS one
|June 30, 2023
PubMed
概括

研究人员开发了一个神经网络,使用文本和文献资料来识别手稿作者. 这种人工智能模型在归因论文时达到高达73%的准确性,提高了科学完整性.

科学领域:

  • 计算语言学 计算语言学
  • 图书统计学 图书统计学
  • 科学出版科学出版

背景情况:

  • 双盲同行评审旨在提供公正的评价,但可能会受到作者认可的损害.
  • 经验丰富的研究人员往往可以推断出作者身份,从而在同行评审过程中引入了偏见.

研究的目的:

  • 开发和评估一种新的计算方法,用于科学手稿的自动作者归因.
  • 评估使用文本内容和文献信息来识别匿名研究论文作者的可行性.

主要方法:

  • 一个基于变压器的神经网络架构被设计用于作者归因.
  • 迄今为止最大的作者识别数据集是使用超过200万个arXiv论文创建的.
  • 该模型在arXiv数据的子集上进行了训练和评估,其中最多有2,000名作者.

主要成果:

  • 提出的方法在特定的arXiv子集中实现了高达73%的作者归因准确性.
  • 一个扩展分析表明了该方法对具有增加计算资源的更大数据集的潜力.
  • 该研究确定了关键的文本和文献特征,有助于归因准确性.

结论:

  • 使用神经网络的自动作者归属是可行的和有效的.

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相关实验视频

Last Updated: Jul 25, 2025

Author Spotlight: Unveiling Neural Mechanisms Through Automated Evaluation of Motor Learning and Myelin Plasticity Studies Using the Erasmus Ladder
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Deep Neural Networks for Image-Based Dietary Assessment
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  • 这项技术可以通过识别潜在的作者识别来潜在地减轻科学同行评审中的偏见.
  • 提供开源工具以促进复制和进一步研究作者归因.