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

Seizures: Classification01:13

Seizures: Classification

336
Epilepsy is primarily characterized by unpredictable seizures, either provoked by an identifiable factor, such as injury or illness, or unprovoked, occurring spontaneously without apparent cause.
Seizures are typically classified into two main categories: focal and generalized seizures.
Focal Seizures
Focal seizures originate from specific regions of the brain. These seizures are further sub-classified into two types:
336

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

Reduced ethanol consumption by mice treated orally with arachidonic acid alone or in combination with the benign yeast Saccharomyces cerevisiae.

Alcohol and alcoholism (Oxford, Oxfordshire)·2026
Same author

Impact of impaired endogenous neurosteroidogenesis on outcomes following chronic alcohol exposure.

Alcohol (Fayetteville, N.Y.)·2026
Same author

Chronic stress enhances threat responding and impacts fear extinction.

Learning & memory (Cold Spring Harbor, N.Y.)·2026
Same author

In Memory of Dr. Klaus Miczek, a prolific scientist, generous scholar, and cherished colleague.

Psychopharmacology·2026
Same author

Impact of impaired endogenous neurosteroidogenesis on outcomes following chronic alcohol exposure.

bioRxiv : the preprint server for biology·2026
Same author

Stress and alcohol impact network states involved in emotional processing: relevance of comorbid AUD and psychiatric illnesses.

Psychopharmacology·2025
Same journal

HIV Transmission Dynamics in Greater Mexico City are Shaped by Dense Spatial Mixing.

Research square·2026
Same journal

A UCP1-IRES-Cre Knock-In Mouse Enables Specific Brown Adipocyte Targeting Without CNS Off-Target Expression.

Research square·2026
Same journal

Precision RNAi for Fibrodysplasia Ossificans Progressiva: a combinatorial, unimolecular, allele selective approach.

Research square·2026
Same journal

Perceptions of end-of-life care quality among bereaved closest contacts of community-dwelling older Australians: a cross-sectional survey of the ASPREE cohort.

Research square·2026
Same journal

Heavy-chain immune repertoire sequencing enables language-model prediction of antigen-specific antibodies.

Research square·2026
Same journal

25+ Years of TRPV4: From Discovery to Translational Horizons.

Research square·2026
查看所有相关文章

相关实验视频

Updated: Jun 24, 2025

Author Spotlight: Unraveling Seizure Dynamics and Novel Therapeutics for Status Epilepticus Using CMOS High-Density Microelectrode Array Systems
06:28

Author Spotlight: Unraveling Seizure Dynamics and Novel Therapeutics for Status Epilepticus Using CMOS High-Density Microelectrode Array Systems

Published on: September 27, 2024

2.3K

使用可解释的机器学习模型进行半自动发作检测.

Pantelis Antonoudiou1, Trina Basu1, Jamie Maguire1

  • 1Tufts University School of Medicine.

Research square
|June 10, 2024
PubMed
概括
此摘要是机器生成的。

研究人员开发了SeizyML,这是一个开源工具,用于从电图记录中自动检测发作. 这种机器学习方法提高了准确性和效率,克服了研究中手动分析的局限性.

更多相关视频

Inducing Post-Traumatic Epilepsy in a Mouse Model of Repetitive Diffuse Traumatic Brain Injury
07:07

Inducing Post-Traumatic Epilepsy in a Mouse Model of Repetitive Diffuse Traumatic Brain Injury

Published on: February 10, 2020

10.5K
Generation and On-Demand Initiation of Acute Ictal Activity in Rodent and Human Tissue
06:45

Generation and On-Demand Initiation of Acute Ictal Activity in Rodent and Human Tissue

Published on: January 19, 2019

9.0K

相关实验视频

Last Updated: Jun 24, 2025

Author Spotlight: Unraveling Seizure Dynamics and Novel Therapeutics for Status Epilepticus Using CMOS High-Density Microelectrode Array Systems
06:28

Author Spotlight: Unraveling Seizure Dynamics and Novel Therapeutics for Status Epilepticus Using CMOS High-Density Microelectrode Array Systems

Published on: September 27, 2024

2.3K
Inducing Post-Traumatic Epilepsy in a Mouse Model of Repetitive Diffuse Traumatic Brain Injury
07:07

Inducing Post-Traumatic Epilepsy in a Mouse Model of Repetitive Diffuse Traumatic Brain Injury

Published on: February 10, 2020

10.5K
Generation and On-Demand Initiation of Acute Ictal Activity in Rodent and Human Tissue
06:45

Generation and On-Demand Initiation of Acute Ictal Activity in Rodent and Human Tissue

Published on: January 19, 2019

9.0K

科学领域:

  • 神经科学是一个神经科学.
  • 计算生物学 计算生物学
  • 生物医学工程 生物医学工程

背景情况:

  • 自动电图发作检测缺乏经过验证的开源工具.
  • 手动治疗发作是劳动密集型的,低效的,容易出错的和有偏见的.
  • 这限制了和相关神经系统疾病的研究进展.

研究的目的:

  • 开发和验证一个开源软件 (SeizyML) 用于自动化电图发作检测.
  • 为了比较可解释的机器学习模型的发作检测性能.
  • 在动物模型和人类EEG数据中证明SeizyML的实用性.

主要方法:

  • 开发了SeizyML,这是一个开源软件,将机器学习与手动验证集成在一起.
  • 我们比较了四种可解释的机器学习模型:决策树,高斯天真贝叶斯,被动侵略分类器和随机梯度下降.
  • 从慢性性小鼠的电图数据集和人类EEG数据集上训练并验证的模型.

主要成果:

  • 高斯的天真贝叶斯和随机梯度下降模型展示了最高的精度和F1分数.
  • 这些模型成功地检测到小鼠数据集中的所有发作.
  • 通过最小的训练数据实现了有效的发作检测,这表明了模型的效率.

结论:

  • SeizyML提供了一种高效,准确和不太偏见的方法,用于电图发作检测.
  • 开发的机器学习模型,特别是高斯的天真贝叶斯和SGD,对于分析是有效的.
  • 这种开源工具有潜力通过克服当前的分析瓶来显著加速研究.