一种可解释的机器学习方法来研究 retrognathia 和骨解剖学之间的关系
Masrour Makaremi1,2, Alireza Vafaei Sadr3,4, Benoit Marcy5
1Dentofacial Orthopedics Department (UFR de Sciences Odontologiques), University of Bordeaux, Bordeaux, France. masrour@makaremi.fr.
Scientific reports
|October 24, 2023
概括
retrognathia (C2Rm) 影响了头骨的形状. 使用CNN的AI驱动分析识别了受影响的结构,有助于诊断和理解人类头骨的进化.
科学领域:
- 口腔病理学 口腔病理学
- 医学成像分析分析 医学成像分析
- 人类进化解剖学 人类进化解剖学
背景情况:
- retrognathia (C2Rm) 是一个常见的口腔病理影响形态.
- 了解C2Rm对头骨的影响对于诊断,治疗和进化研究至关重要.
- 分析C2Rm的传统方法具有局限性,需要预定义的地标.
研究的目的:
- 开发一种人工智能驱动的方法来自动分析C2Rm对骨结构的影响.
- 识别受C2Rm影响的已知和新型结构.
- 为了研究C2Rm严重程度和头骨形状变化之间的关系.
主要方法:
- 利用一种新的方法,将卷积神经网络 (CNN) 和可解释性算法结合起来.
- 将该方法应用于被分类为生理或病理的放射图的数据集.
- 专注于面结构的自动识别和分析.
主要成果:
- 在现有文献中成功识别了与C2Rm相关的结构.
- 发现了可能受到C2Rm影响的新面结构.
- 证明了受影响结构相对于C2Rm严重性的动态变化.
- 提供了对人类头骨解剖学的进化轨迹的见解.
结论:
- 这种由人工智能驱动的方法为诊断和管理C2Rm在正方面提供了显著的优势.
- 这种方法推进了复杂的面异形症的自动化医疗图像处理.
- 这些发现有助于更深入地了解人类进化过程中的头骨形态变化.
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