Related Experiment Video
Updated: Jul 12, 2025
07:32
Author Spotlight: 3D Movement Assessment of Maxillary Posterior Teeth in Clear Aligner Treatment
Published on: February 23, 2024
1.1K
Predicting Dental Caries Outcomes in Young Adults Using Machine Learning Approach
Chukwuebuka Ogwo1, Brown Grant2, John Warren3
1Temple University Kornberg School of Dentistry.
Research Square
|October 27, 2023
Summary
Machine learning accurately predicts dental caries in young adults using longitudinal data. Previous caries experience and sugar-sweetened beverage intake are key predictors for targeted interventions.
Area of Science:
- Oral health research
- Biostatistics
- Public health
Background:
- Dental caries remains a significant public health issue, particularly among young adults.
- Predicting caries development requires understanding complex interactions of various risk and protective factors over time.
Conclusions:
- Machine learning models can accurately predict caries in young adults using longitudinal data.
- Identified predictors like prior caries and beverage intake can inform targeted public health interventions.
- Further validation with diverse populations is necessary to enhance model generalizability and clinical utility.
Related Concept Videos
01:15Teeth
448
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...
448
01:21Tooth Anatomy
507
The human tooth enables us to eat a variety of foods, speak clearly, and even aid in shaping our faces. Teeth are composed of various elements that work together. Here's a detailed look at the anatomy of a human tooth.
The Crown, Neck, and Root
The visible part of the tooth is referred to as the crown. It's covered by enamel, the hardest substance in the human body. The crown is uniquely shaped for each type of tooth, allowing for different functions such as cutting, tearing, or...
The Crown, Neck, and Root
The visible part of the tooth is referred to as the crown. It's covered by enamel, the hardest substance in the human body. The crown is uniquely shaped for each type of tooth, allowing for different functions such as cutting, tearing, or...
507