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相关概念视频

Clinical Trials: Overview01:11

Clinical Trials: Overview

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Clinical development focuses on how the drug will interact with the human body and encompasses four key phases of clinical trials, each serving a specific purpose in assessing the safety and effectiveness of new drugs. These phases overlap and build upon one another. Phase I involves a small group of healthy volunteers (typically 20-80 individuals) or, in cases where significant toxicity is expected, patients with the targeted disease, such as cancer or AIDS. The volunteers are tested for...
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Clinical Trials01:16

Clinical Trials

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Clinical trials are prospective experimental studies conducted on humans to determine the safety and efficacy of treatments, drugs, diet methods, and medical devices. Using statistics in clinical trials enables researchers to derive reasonable and accurate conclusions from the collected data, allowing them to make wise decisions in uncertain situations. In medical research, statistical methods are crucial for preventing errors and bias.
There are four phases in a clinical trial. A phase one...
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Nursing Clinical Information System01:27

Nursing Clinical Information System

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Nursing Clinical Information System (NCIS)
A Nursing Clinical Information System (NCIS) is a specialized type of healthcare information system tailored to meet the unique needs of nursing practice. It incorporates the principles of nursing informatics to streamline information management and improve the quality of care delivery.
Critical attributes of NCIS include:
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Non-equilibrium in the Cell01:16

Non-equilibrium in the Cell

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An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...
4.1K
Preclinical Development: Overview01:28

Preclinical Development: Overview

4.1K
Preclinical development consists of a series of tests that ensure the safety and efficacy of a new therapeutic compound before it is tested in humans. There are four main phases to this process. First, safety pharmacology tests are conducted to ensure the drug does not produce any acutely harmful effects. These tests examine parameters such as bronchoconstriction, cardiac dysrhythmias, blood pressure changes, and ataxia. Next, preliminary toxicological testing is performed to determine the...
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Improving Translational Accuracy02:07

Improving Translational Accuracy

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相关实验视频

Updated: May 21, 2025

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
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临床文本生成:我们还在吗?

Nicolas Hiebel1, Olivier Ferret2, Karën Fort3

  • 11Université Paris-Saclay, CNRS, Laboratoire Interdisciplinaire des Sciences du Numérique, Orsay, France; email: nicolas.hiebel@universite-paris-saclay.fr, aurelie.neveol@cnrs.fr.

Annual review of biomedical data science
|March 18, 2025
PubMed
概括

生成型人工智能 (AI) 或大型语言模型可以创建生物医学文本. 本综述涵盖了用于临床应用的文本生成方法,评估和伦理考虑.

科学领域:

  • 生物医学信息学 生物医学信息学
  • 人工智能的人工智能
  • 自然语言处理自然语言处理.

背景情况:

  • 生成型人工智能 (AI),特别是大型语言模型 (LLM),在生物医学领域越来越多地被采用.
  • LLM用于各种文本处理任务,如分类,信息提取和决策支持.

研究的目的:

  • 通过LLMs审查过去和现在的非结构化文本生成方法.
  • 在没有参考文本的情况下讨论评估开放文本生成的方法.
  • 探索AI驱动文本生成的临床应用和伦理考虑.

主要方法:

  • 审查现有关于生成AI文本制作方法的文献.
  • 对评估开放式文本生成技术的分析.
  • 讨论与人工智能生成的生物医学文本相关的伦理影响和潜在风险.

主要成果:

  • 生成型人工智能为生物医学领域生产非结构化文本提供了先进的功能.
  • 与基于参考的方法相比,对开放文本生成的评估提出了独特的挑战.
  • 临床应用包括临床笔记生成和合成数据创建,用于健康数据的二次使用.

结论:

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  • 使用人工智能的高质量,伦理设计的文本生成对生物医学应用具有重大前景.
  • 意识到过度自信和对人工智能产出的偏见等风险对于负责任的实施至关重要.
  • 需要进一步的研究,以确保在医疗保健中安全有效地部署生成人工智能.