Jove
Visualize
联系我们
JoVE
x logofacebook logolinkedin logoyoutube logo
关于 JoVE
概览领导团队博客JoVE 帮助中心
作者
出版流程编辑委员会范围与政策同行评审常见问题投稿
图书馆员
用户评价订阅访问资源图书馆顾问委员会常见问题
研究
JoVE JournalMethods CollectionsJoVE Encyclopedia of Experiments存档
教育
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab Manual教师资源中心教师网站
使用条款与条件
隐私政策
政策

相关概念视频

The Respiratory System01:16

The Respiratory System

The respiratory system is comprised of the organs that enable breathing. Air enters the nostrils and mouth, followed by the pharynx (throat) and larynx (voice box), which lead to the trachea (windpipe). In the thoracic cavity, the trachea splits into two bronchi that allow air to enter the lungs. The bronchi split into progressively smaller bronchioles and terminate in small groups of tiny sacs in the lungs called alveoli, where gas exchange occurs.
Common Respiratory Disorders01:31

Common Respiratory Disorders

Respiratory disorders, a prevalent health concern globally, are generally divided into two primary categories: upper and lower respiratory tract disorders. The categorization is based on the area of the respiratory system they affect.
Upper respiratory disorders impact the airways above the vocal cords, encompassing areas like the nose, sinuses, and throat. Various conditions fall under this category, including the common cold and allergic rhinitis. These disorders can stem from several causes,...
Respiratory Syncytial Virus Disease01:29

Respiratory Syncytial Virus Disease

Human respiratory syncytial virus (RSV) is a widespread pathogen that primarily targets infants and young children but also poses a serious health risk to elderly and immunocompromised individuals. Belonging to the Pneumoviridae family, RSV is a negative-sense, single-stranded RNA virus within the Pneumovirus genus. Its global health burden is significant, with millions of cases annually resulting in hospitalizations and mortality, particularly in resource-limited settings. Although most...

您也可能阅读

相关文章

通过共同作者、期刊和引用图与本文相关的文章。

排序
Same author

AMMI Canada seasonal influenza guideline update 2025-26: Some questions answered.

Journal of the Association of Medical Microbiology and Infectious Disease Canada = Journal officiel de l'Association pour la microbiologie medicale et l'infectiologie Canada·2026
Same author

Dominance of the ST20 <i>stG62647</i> Lineage Among Invasive <i>Streptococcus dysgalactiae</i> subsp. <i>equisimilis</i> Infections in Toronto, Canada.

Microorganisms·2026
Same author

Vaccine Performance Helps Explain Heterogeneity in Indirect Protection Across Influenza Vaccine Trials.

Clinical infectious diseases : an official publication of the Infectious Diseases Society of America·2026
Same author

Association between COVID-19 vaccination and sudden death in apparently healthy younger individuals: A population-based case-control study.

PLoS medicine·2026
Same author

Indirect Influenza Vaccine Effectiveness Under Randomized Conditions: A Systematic Review and Meta-Analysis.

Clinical infectious diseases : an official publication of the Infectious Diseases Society of America·2026
Same author

Acquisition of toxin-encoding lysogenic bacteriophage elements enhances the virulence of pandemic <i>Streptococcus pyogenes</i> M1<sub>UK</sub>.

Infection and immunity·2026

相关实验视频

Updated: Jun 8, 2026

A Metadata Extraction Approach for Clinical Case Reports to Enable Advanced Understanding of Biomedical Concepts
07:50

A Metadata Extraction Approach for Clinical Case Reports to Enable Advanced Understanding of Biomedical Concepts

Published on: September 20, 2018

15.9K

临床实验室数据存储系统的自然语言处理:呼吸系统病毒的实施和评估.

Elham Dolatabadi1,2,3, Branson Chen4, Sarah A Buchan3,4,5,6

  • 1Vector Institute, Toronto, ON, Canada.

JMIR AI
|June 14, 2024
PubMed
概括

一个新的深度学习自然语言处理 (NLP) 模型有效地从实验室报告中提取数据. 这种方法为手动数据提取提供了一个可扩展的替代方案,以改进二级数据的使用.

关键词:
欧洲人权理事会 欧洲人权理事会电子健康记录 电子健康记录健康的健康健康的健康.信息学是一个信息学领域.提取知识 提取知识自然语言处理自然语言处理.

更多相关视频

An Improved and High Throughput Respiratory Syncytial Virus RSV Micro-neutralization Assay
09:14

An Improved and High Throughput Respiratory Syncytial Virus RSV Micro-neutralization Assay

Published on: January 26, 2019

10.8K
Remote Laboratory Management: Respiratory Virus Diagnostics
14:56

Remote Laboratory Management: Respiratory Virus Diagnostics

Published on: April 6, 2019

33.1K

相关实验视频

Last Updated: Jun 8, 2026

A Metadata Extraction Approach for Clinical Case Reports to Enable Advanced Understanding of Biomedical Concepts
07:50

A Metadata Extraction Approach for Clinical Case Reports to Enable Advanced Understanding of Biomedical Concepts

Published on: September 20, 2018

15.9K
An Improved and High Throughput Respiratory Syncytial Virus RSV Micro-neutralization Assay
09:14

An Improved and High Throughput Respiratory Syncytial Virus RSV Micro-neutralization Assay

Published on: January 26, 2019

10.8K
Remote Laboratory Management: Respiratory Virus Diagnostics
14:56

Remote Laboratory Management: Respiratory Virus Diagnostics

Published on: April 6, 2019

33.1K

科学领域:

  • 医疗信息学 医疗信息学
  • 计算生物学 计算生物学
  • 人工智能的人工智能

背景情况:

  • 实验室数据存储库的数量和复杂性在不断增长,这使得手动提取二次用途的数据具有挑战性.
  • 自然语言处理 (NLP) 为从非结构化文本中提取临床上有意义的信息提供了自动化解决方案.

研究的目的:

  • 评估基于深度学习的NLP模型,作为资源密集型基于规则的信息提取系统的替代方案.
  • 开发和评估NLP模型,从基于文本的实验室报告中提取知识.

主要方法:

  • 对14种呼吸道病毒的87,500份实验室报告进行了训练.
  • 该模型被训练将报告分为24个细粒度和6个粗粒度标签.
  • 对内部和外部测试集的稳定性,变异性和通用性进行了性能评估.

主要成果:

  • 在内部,历史和外部测试集中,NLP模型在所有类别中实现了微平均F1分数> 94%.
  • 在内部和历史数据上观察到更高的精度和回忆,由于数据不平衡而导致的性能变化.
  • 与测试病例相比,该模型的性能在病毒检测病例中较低 (最低F1得分为57%).

结论:

  • 深度学习NLP模型显示出从实验室报告中提取信息的重大前景.
  • 这些模型提供可扩展,及时和实用的访问高质量的编码实验室数据.
  • 集成到实验室信息系统可以提高数据的可访问性和实用性.