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Prevention of Further Absorption of Poison01:14

Prevention of Further Absorption of Poison

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In cases of acute poisoning, the primary objective is to prevent further absorption of the toxic substance into the body. Immediate interventions using various decontamination techniques targeting the gastrointestinal (GI) tract can achieve this. Decontamination is crucial to prevent poison from entering the systemic circulation, which involves washing affected areas with water and mild soap and removing contaminated clothing. Once external decontamination is done, attention must be turned to...
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Anticholinesterase Agents: Poisoning and Treatment01:26

Anticholinesterase Agents: Poisoning and Treatment

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Anticholinesterases, also known as cholinesterase inhibitors, work by blocking the breakdown of acetylcholine, leading to its accumulation in the synaptic cleft. This accumulation indirectly enhances both muscarinic and nicotinic actions. These agents are classified as reversible or irreversible based on their mechanism of action.     
Irreversible agents form a strong bond with the cholinesterase enzyme, making it inactive. The breakdown of the phosphorylated enzyme is...
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Drug Delivery: Parenteral Route01:29

Drug Delivery: Parenteral Route

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The parenteral route is a critical method of drug administration. It delivers compounds directly into the systemic circulation and bypasses the gastrointestinal tract. This approach is particularly advantageous for drugs that exhibit poor absorption or instability when administered orally.
There are three primary parenteral routes: intravenous (IV), intramuscular (IM), and subcutaneous (SC). The IV route introduces the drug directly into the bloodstream, ensuring immediate action. The IM route...
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Types of Toxins01:36

Types of Toxins

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Humans continually engage with an environment rich in potentially harmful chemicals. These are introduced to our bodies through inhalation, ingestion, or skin contact. These chemicals exist in various forms, such as air and environmental pollutants, agricultural chemicals, organic solvents, and heavy metals.
Air pollutants, primarily gases, pose significant threats to respiratory health, leading to conditions like hypoxia, lung cancer, and in extreme cases, death.
Environmental pollutants like...
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Local Anesthetics: Adverse Effects01:12

Local Anesthetics: Adverse Effects

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While local anesthetics are generally safe and well-tolerated, they can occasionally cause adverse effects that vary in severity. Local anesthetics can induce toxicity at two distinct levels. They can either produce local effects through direct contact with the neural elements or be absorbed into the bloodstream from the injection site, leading to systemic effects.
Once absorbed into the systemic circulation, local anesthetics can affect the organs that depend on the functioning of sodium...
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Antidotes01:17

Antidotes

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Antidotes are medicinal substances used to counteract the harmful effects of toxins or drugs in the body. They function in various ways, each uniquely designed to combat specific toxic compounds.
Specific antidotes operate by inhibiting the enzymes that control biochemical pathways, reducing the production of harmful metabolites.
An example of an antidote is atropine, which counteracts the detrimental effects of cholinesterase inhibitors. It achieves this by deactivating muscarinic receptors,...
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Functional Evaluation of Biological Neurotoxins in Networked Cultures of Stem Cell-derived Central Nervous System Neurons
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节点注入为特定类的网络中毒.

Ansh Kumar Sharma1, Rahul Kukreja1, Mayank Kharbanda1

  • 1Indraprastha Institute of Information Technology, Delhi, India.

Neural networks : the official journal of the International Neural Network Society
|July 30, 2023
PubMed
概括
此摘要是机器生成的。

这项研究介绍了NICKI,这是一种针对类特定图形中毒攻击的新方法. 在图形神经网络 (GNN) 中,NICKI有效地错误地分类了目标节点,同时仍然无法检测到.

关键词:
敌对的攻击是敌对的攻击.图形神经网络的神经网络网络中毒 网络中毒

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科学领域:

  • 图形神经网络的神经网络
  • 敌对的攻击 敌对的攻击
  • 机器学习安全 机器学习安全

背景情况:

  • 图形神经网络 (GNN) 擅长学习网络表示,但容易受到对抗性攻击.
  • 节点注入攻击是实用的,不需要对现有网络结构进行操作.
  • 现有的攻击缺乏具体性和隐蔽性,使得它们可以被检测到.

研究的目的:

  • 提出一种针对GNN的新型类特定节点注入攻击.
  • 开发一种方法 (NICKI) 用于将特定节点错误分类到不同的类别.
  • 为了确保注入的节点被伪装为良性,保持图的完整性.

主要方法:

  • 对于有针对性的GNN破坏,NICKI采用了基于优化的战略.
  • 攻击分为两个阶段进行:学习节点表示和生成恶意节点特征/边缘.
  • 在四个基准网络上进行了广泛的实验.

主要成果:

  • 在错误分类目标节点方面,NICKI显著优于四种基线攻击策略.
  • 注入的节点是有效的伪装,逃避基于拓性质的检测.
  • 受毒的图形在拓上仍然无法与干净的图形区分.

结论:

  • 尼基 (NICKI) 提出了一种针对GNN的有效和隐蔽的特定类对抗性攻击.
  • 拟议的方法强调了GNN对复杂节点注入攻击的脆弱性.
  • 需要进一步的研究来开发针对这种复杂的中毒策略的强有力的防御.