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Michael V Joachim1, Thomas B Dodson2, Amir Laviv3

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概括

人工智能 (AI) 模型在手稿评论中显示出很高的一致性,但不太可能比人类审稿人推拒绝. 人工智能最好用作查工具,以支持,而不是取代口腔和面外科手术中人类专家的审查.

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科学领域:

  • 口腔和牙面部外科手术
  • 人工智能的人工智能
  • 科学出版科学出版

背景情况:

  • 口腔和面外科手术中的同行评审面临着审查员疲劳和偏见等挑战.
  • 人工智能 (AI) 提供了潜在的解决方案,但其在该领域的同行评审中的应用尚未得到审查.

研究的目的:

  • 为了比较四个大型语言模型 (LLM) 与人类审稿人的手稿审稿性能.
  • 评估AI在科学同行评审中应对挑战的潜力.

主要方法:

  • 对22篇来自"口腔和脸外科杂志" (Journal of Oral and Maxillofacial Surgery,2023) 的原始研究文章的横截面研究.
  • 四个人工智能模型 (密集变压器,稀疏专家,多式联机,基变压器) 和人类审核员评估了手稿.
  • 结果包括审稿人的建议,对编辑问题的回复,时间稳定性和特定领域的评分.

主要成果:

  • 与人类审查者 (68.2%) 相比,人工智能模型的拒绝率 (0-9.1%) 显着较低.
  • 人工智能表现出高时间稳定性 (ICC=0.88) 和与人类决策中适度一致 (κ=0.38-0.46).

结论:

  • 人工智能模型在手稿审查中表现出可靠的内部一致性.
  • 人工智能不太可能比人类审稿人推拒绝,这表明它作为补充查工具的作用.