Features and networks of the mandible on computed tomography.
Tuan D PhamSimon B HolmesMangala PatelPaul CoulthardPublished in: Royal Society open science (2024)
The mandible or lower jaw is the largest and hardest bone in the human facial skeleton. Fractures of the mandible are reported to be a common facial trauma in emergency medicine and gaining insights into mandibular morphology in different facial types can be helpful for trauma treatment. Furthermore, features of the mandible play an important role in forensics and anthropology for identifying gender and individuals. Thus, discovering hidden information of the mandible can benefit interdisciplinary research. Here, for the first time, a method of artificial intelligence-based nonlinear dynamics and network analysis are used for discovering dissimilar and similar radiographic features of mandibles between male and female subjects. Using a public dataset of 10 computed tomography scans of mandibles, the results suggest a difference in the distribution of spatial autocorrelation between genders, uniqueness in network topologies among individuals and shared values in recurrence quantification.
Keyphrases
- computed tomography
- artificial intelligence
- network analysis
- soft tissue
- emergency medicine
- positron emission tomography
- machine learning
- magnetic resonance imaging
- big data
- mental health
- endothelial cells
- contrast enhanced
- healthcare
- dual energy
- bone mineral density
- health information
- magnetic resonance
- postmenopausal women
- bone loss
- pet ct
- replacement therapy
- pluripotent stem cells
- free survival
- adverse drug