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相关概念视频

Muscles of the Pelvic Floor and Perineum01:26

Muscles of the Pelvic Floor and Perineum

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The muscles of the pelvic floor and perineum are crucial for supporting the pelvic organs, controlling continence, and aiding in sexual function, childbirth, and core stability. They are typically divided into the superficial perineal layer and the deep pelvic floor layer.
Perineal Layer
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Skeletal muscle relaxants are a group of drugs that can reduce muscle stiffness and induce temporary paralysis to relieve pain. These agents can act centrally to reduce muscle tone or spasms in painful conditions such as multiple sclerosis (MS), amyotrophic lateral sclerosis (ALS), or spinal injuries; they are called antispasmodics or spasmolytics.
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Classification of Skeletal Muscle Fibers01:48

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Skeletal muscles continuously produce ATP to provide the energy that enables muscle contractions. Skeletal muscle fibers can be categorized into three types based on differences in their contraction speed and how they produce ATP, as well as physical differences related to these factors. Most human muscles contain all three muscle fiber types, albeit in varying proportions.
Slow-Twitch Muscle Fibers
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Disorders of the Female Reproductive System01:24

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The female reproductive system can be affected by several disorders, including Premenstrual Syndrome (PMS), Premenstrual Dysphoric Disorder (PMDD), endometriosis, and various forms of cancer. PMS and PMDD are cyclical conditions that cause physical and emotional distress, with symptoms that include edema, mood swings, and food cravings. PMDD is a more severe form of PMS characterized by increased symptom severity that peaks during the luteal phase and tends to improve or resolve shortly after...
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Sexual stimulation can take various forms, such as physical touch and visual or auditory cues. When this happens, the parasympathetic reflex in the sacral portion of the spinal cord is activated. This reflex stimulates the release of nitric oxide (NO), which then dilates the arterioles in the penis, increasing blood flow to the erectile tissues - the corpora cavernosa and corpus spongiosum.
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Exercise induces a range of adaptations in muscle tissue, depending on the type and duration of activity. Such physical training can be broadly categorized into two types: endurance exercises and resistance exercises.
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Ex Vivo Method for Assessing the Mouse Reproductive Tract Spontaneous Motility and a MATLAB-based Uterus Motion Tracking Algorithm for Data Analysis
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在基于机器学习的女性性功能障碍中彻底改变了核心肌肉分析.

Doaa A Abdel Hady1, Tarek Abd El-Hafeez2,3

  • 1Department of Physical Therapy for Women's Health, Faculty of Physiotherapy, Deraya University, EL-Minia, Egypt. doaa.abdelnaser@deraya.edu.eg.

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|February 27, 2024
PubMed
概括

核心肌肉显著影响女性性功能障碍 (FSD). 机器学习准确地预测肌肉变化,为有针对性的康复计划铺平了道路,以改善妇女的性健康.

关键词:
核心肌肉分析 核心肌肉分析深度学习是一种深度学习.女性的性功能障碍是女性的性功能障碍.机器学习是机器学习.康复 康复 康复 康复

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科学领域:

  • 生理学 生理学 生理学
  • 机器学习 机器学习
  • 妇女健康 妇女健康

背景情况:

  • 女性性功能障碍 (FSD) 是一种普遍影响所有年龄段的女性的疾病.
  • FSD的症状包括性欲下降,性高潮困难和性功能障碍.
  • 核心肌肉在FSD中的作用在历史上一直被忽视.

研究的目的:

  • 调查核心肌肉在FSD病因学中的作用.
  • 使用机器和深度学习开发与FSD相关的核心肌肉变化的预测模型.
  • 为FSD制定有针对性的康复策略提供信息.

主要方法:

  • 对FSD中核心肌肉变化的综合分析进行了.
  • 评估了包括CNN和随机森林回归器在内的机器和深度学习模型.
  • 模型性能使用平均平方误差 (MSE),平均绝对误差 (MAE) 和R平方 (R2) 进行了评估.

主要成果:

  • 卷积神经网络 (CNN) 和随机森林回归器在预测核心肌肉变化方面表现出高准确性.
  • 美国有线电视新闻网获得0.002的MSE和0.988.8的R2得分.
  • 随机森林回归器产生了0.0021的MSE和0.9905.5的R2得分.

结论:

  • 机器和深度学习模型有效地预测FSD的核心肌肉动态.
  • 核心肌肉在FSD中起着至关重要的,但经常被忽视的作用.
  • 开发针对核心肌肉的康复计划对于改善FSD妇女的性健康至关重要.