Related Experiment Video
Updated: Oct 31, 2025

A Novel Application of Musculoskeletal Ultrasound Imaging
Published on: September 17, 2013
Deciphering musculoskeletal artificial intelligence for clinical applications: how do I get started?
1The Center of Artificial Intelligence in Medical Imaging, Division of Musculoskeletal Imaging, The University of California At Irvine, 101 The City Dr S, Orange, CA, 92868, USA. stmutasa@gmail.com.
Abstract:
Artificial intelligence (AI) represents a broad category of algorithms for which deep learning is currently the most impactful. When electing to begin the process of building an adequate fundamental knowledge base allowing them to decipher machine learning research and algorithms, clinical musculoskeletal radiologists currently have few options to turn to. In this article, we provide an introduction to the vital terminology to understand, how to make sense of data splits and regularization, an introduction to the statistical analyses used in AI research, a primer on what deep learning can or cannot do, and a brief overview of clinical integration methods. Our goal is to improve the readers' understanding of this field.
Related Concept Videos
Introduction to the Skeletal System
Components of the Skeletal System
Bone, or osseous tissue, is a hard connective tissue that forms an internal support structure for the human body. Bones shield vulnerable organs and soft tissue from external forces. For example, the vertebral bones protect and support the spinal cord.
Cartilage, a semi-rigid connective tissue found in regions such as...
Introduction to Joints
Skeletal Muscle Anatomy

