Journal of magnetic resonance imaging : JMRI.
Publisher:
Society for Magnetic Resonance Imaging,. Hoboken , N.J. : Wiley-Liss (2005)
Frequency: Monthly, 1999-
Country: United States
Language: English
Author(s):
Society for Magnetic Resonance Imaging., Radiological Society of North America.
Start Year:1991 -
ISSN:
1053-1807 (Print)
1522-2586 (Electronic)
1053-1807 (Linking)
1522-2586 (Electronic)
1053-1807 (Linking)
Impact Factor
4.4
2022
| NLM ID: | 9105850 |
| (DNLM): | SR0070198(s) |
| (OCoLC): | 22469246 |
| Coden: | JMRIFR |
| LCCN: | sn 90003275 |
| Classification: | W1 JO748DEL |
Machine Learning Prediction of Collagen Fiber Orientation and Proteoglycan Content From Multiparametric Quantitative MRI in Articular Cartilage. Machine learning models trained with multiparametric quantitative MRIs (qMRIs) have the potential to provide valuable information about the structural composition of articular cartilage. To study the performance and feasibility of machine learning models combined with qMRIs for noninvasive assessment of collagen fiber orientation and proteoglycan content. Retrospective, animal model. An open-source single slice MRI dataset obtained from 20 samples of 10 Shetland ponies (seven with surgically induced cartilage lesions followed by treatment and three healthy controls) yielded to 1600 data points...