Diagnosing osteoarthritis from T
Convolutional neural network
Deep learning
Quantitative MRI
T(2) relaxation times
Voxel based relaxometry
Journal
Osteoarthritis and cartilage
ISSN: 1522-9653
Titre abrégé: Osteoarthritis Cartilage
Pays: England
ID NLM: 9305697
Informations de publication
Date de publication:
07 2019
07 2019
Historique:
received:
18
05
2018
revised:
23
01
2019
accepted:
21
02
2019
pubmed:
25
3
2019
medline:
25
8
2020
entrez:
26
3
2019
Statut:
ppublish
Résumé
We aim to study to what extent conventional and deep-learning-based T T The best shallow model was obtained when the first ten Principal Components, demographics and pain score were included as features (AUC = 77.77%, Sensitivity = 67.01%, Specificity = 71.79%). In comparison, DenseNet trained on raw T In this study, we presented a Magnetic Resonance Imaging (MRI)-based data-driven platform using T
Identifiants
pubmed: 30905742
pii: S1063-4584(19)30901-X
doi: 10.1016/j.joca.2019.02.800
pmc: PMC6579664
mid: NIHMS1525123
pii:
doi:
Types de publication
Journal Article
Research Support, N.I.H., Extramural
Review
Langues
eng
Sous-ensembles de citation
IM
Pagination
1002-1010Subventions
Organisme : NIAMS NIH HHS
ID : K99 AR070902
Pays : United States
Organisme : NIAMS NIH HHS
ID : P50 AR060752
Pays : United States
Organisme : NIAMS NIH HHS
ID : R00 AR070902
Pays : United States
Organisme : NIAMS NIH HHS
ID : R61 AR073552
Pays : United States
Informations de copyright
Copyright © 2019 Osteoarthritis Research Society International. Published by Elsevier Ltd. All rights reserved.
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