通过人工智能对面形态的分类,使用头测量分析测量
Akane Ueda1,2, Cami Tussie3, Sophie Kim3
1Division of Orthodontics, Department of Developmental Oral Health Science, School of Dentistry, Iwate Medical University, 1-3-27 Chuo-dori, Morioka 020-8505, Iwate, Japan.
Diagnostics (Basel, Switzerland)
|July 14, 2023
概括
这项研究开发了一种人工智能 (AI) 模型,用于使用头脑测量分析对面形态进行分类. 人工智能模型实现了高准确性,标准化了正诊断和治疗计划.
科学领域:
- 矯正牙科 矯正牙科是一種矯正牙科.
- 人工智能的人工智能
- 头脑测量分析的分析
背景情况:
- 面形态学对于正牙诊断和治疗规划至关重要.
- 萨苏尼的分类存在,但在患者分配方面缺乏标准化.
- 需要准确的分类来标准化治疗方法.
研究的目的:
- 开发一种人工智能 (AI) 模型,用于准确的面形态学分类.
- 通过头脑测量数据标准化面形态的分类.
- 通过人工智能改进正牙诊断和治疗规划.
主要方法:
- 使用了220名成年患者 (≥18岁) 的脑电图.
- 采用随机森林分类器,采用八个脑力测量测量和性别作为输入特征.
- 经过训练和测试的模型使用k-fold交叉验证进行横向,垂直和组合分类.
主要成果:
- 实现了高分类准确度:组合的0.823,前后的0.986和垂直的0.850.
- 确定ANB角度是最重要的特征 (0.3519).
- 人工智能模型在对面形态的分类方面表现出强的表现.
结论:
- 开发的AI模型准确地分类了面形态.
- 这种人工智能方法提供了一种标准化的方法来对牙整形进行分类.
- 随着人工智能模型数据的增加,进一步的改进是可能的.
相关概念视频
01:18Classification of Bones
5.7K
The bones of the human skeletal system are of varied shapes, sizes, and functions. They can be classified based on their shape and function into four major classes: long bones, short bones, flat bones, and irregular bones. Some classifications include a fifth type, the sesamoid bones, as a separate class, whereas others categorize them under short bones.
Long and Short Bones
The appendicular skeleton, particularly the upper and lower limbs, is primarily made of long and short bones. The...
Long and Short Bones
The appendicular skeleton, particularly the upper and lower limbs, is primarily made of long and short bones. The...
5.7K
01:08Overview of the Skull
4.8K
The cranium (skull) is the skeletal structure of the head that supports the face and protects the brain. It is subdivided into the facial bones and the brain case, or cranial vault. The facial bones underlie the facial structures, form the nasal cavity, enclose the eyeballs, and support the teeth of the upper and lower jaws.
The cranial vault surrounds and protects the brain and houses the middle and inner ear structures. This cavity is bounded superiorly by the rounded top of the skull, which...
The cranial vault surrounds and protects the brain and houses the middle and inner ear structures. This cavity is bounded superiorly by the rounded top of the skull, which...
4.8K