A Computed Tomography-Based Fracture Prediction Model With Images of Vertebral Bones and Muscles by Employing Deep Learning: Development and Validation Study.
Young Joo ParkWonwoo ChoSung Bae ParkJaegul ChooJung Hee KimSang Wan KimChan Soo ShinPublished in: Journal of medical Internet research (2024)
The model using the images of the vertebral bone and paravertebral muscle showed better performance than that using the images of the bone-only or clinical variables. Opportunistic CT screening may contribute to identifying patients with a high fracture risk in the future.
Keyphrases
- deep learning
- bone mineral density
- convolutional neural network
- computed tomography
- postmenopausal women
- artificial intelligence
- positron emission tomography
- dual energy
- optical coherence tomography
- machine learning
- image quality
- body composition
- magnetic resonance imaging
- contrast enhanced
- soft tissue
- hip fracture
- current status