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Updated: May 26, 2026

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使用 DeepLabCut 的机器学习进行疼痛评估的定量轨道收紧

Saurav Gupta1, Akihiro Yamada1, Jennifer Ling1

  • 1Department of Anesthesiology and Perioperative Medicine, School of Medicine, University of Alabama at Birmingham, Birmingham, AL 35294, United States.

Neurobiology of pain (Cambridge, Mass.)
|September 17, 2024
PubMed
概括

本研究引入了一种使用机器学习的定量笑容尺度 (qGS),以客观地测量小鼠的疼痛. 这种新方法量化了轨道收紧,为临床前疼痛研究提供了更加一致和可靠的方法.

关键词:
人工智能的人工智能是人工智能.这是一个DeepLabCut.微笑的尺度是微笑的尺度.机器学习 机器学习轨道拉紧 轨道拉紧 轨道拉紧疼痛 疼痛 疼痛 疼痛

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Pain is critical to various clinical pathologies, provoking an urgent need for effective management. Pain, whether acute or chronic, is a complex neurochemical process. Its alleviation depends on the type, with nonopioid analgesics effective for mild to moderate pain, such as musculoskeletal or inflammatory pain, while neuropathic pain responds best to anticonvulsants, tricyclic antidepressants, or serotonin/norepinephrine reuptake inhibitors. For severe acute or chronic pain, opioids may be...