影响人工智能在正牙科发展的因素
Ju-Myung Lee1, Jun-Ho Moon2, Ji-Ae Park3
1Seoul National University, Seoul, Korea.
Orthodontics & craniofacial research
|May 7, 2024
概括
在正牙科中开发人工智能 (AI) 需要大量资源. 这项研究发现,培训课程和样本大小是预测人工智能开发时间的关键因素,使人工智能实施更有效.
科学领域:
- 人工智能在牙科中的应用
- 计算式正义牙科 计算式正义牙科
背景情况:
- 在正牙科中开发人工智能 (AI) 是计算密集且耗时的.
- 仔细的实验设计对于高效的AI开发至关重要.
研究的目的:
- 调查影响人工智能在正牙科发展的因素.
- 通过识别关键预测变量来优化AI开发过程.
主要方法:
- 使用TabNet算法开发了162个AI模型,采用不同的样本大小,输入/输出变量和培训课程.
- 雇员休假一次性交叉验证和多重线性回归分析.
- 根据调整的确定系数选择最合适的模型.
主要成果:
- 增加的培训课程显著提高了AI模型的有效性.
- 一个包含对数时间,样本大小和训练会的回归模型准确地预测了计算时间 (调整R2=0.99).
结论:
- 在正牙科中,AI的发展时间可以通过对时间,样本大小和培训会的对数转换来估计.
- 使用降低参数的试点研究可以为有效的AI实施提供这些估计的信息.
相关概念视频
Teeth
394
The formation of teeth, also known as odontogenesis, is a complex process that begins in utero, around the sixth week of embryonic development. There are three stages to this process: the bud stage, the cap stage, and the bell stage.
In the bud stage, the tooth germ (an aggregation of cells) starts to form in the developing jawbone. During the cap stage, the tooth germ differentiates into enamel organ, dental papilla, and dental sac, which will later develop into the tooth's enamel, dentin...
In the bud stage, the tooth germ (an aggregation of cells) starts to form in the developing jawbone. During the cap stage, the tooth germ differentiates into enamel organ, dental papilla, and dental sac, which will later develop into the tooth's enamel, dentin...
394
Issues And Trends In Healthcare Delivery System
5.6K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.6K
Introduction to Cognitive Psychology
474
Cognitive psychology is the field of psychology dedicated to examining how people think. It attempts to explain how and why we think the way we do by studying the interactions among human thinking, emotion, creativity, language, and problem-solving, as well as other cognitive processes. Cognitive psychology studies how information is processed and manipulated in remembering, thinking, and knowing.
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
474


