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Unraveling the effect of collagen damage on bone fracture using in situ synchrotron microtomography with deep learning

Authors :
Michael Sieverts
Yoshihiro Obata
James L. Rosenberg
William Woolley
Dilworth Y. Parkinson
Harold S. Barnard
Daniël M. Pelt
Claire Acevedo
Source :
Communications Materials, Vol 3, Iss 1, Pp 1-13 (2022)
Publication Year :
2022
Publisher :
Nature Portfolio, 2022.

Abstract

Collagen is known to play a key role in the fracture resistance of bone. Here, in situ synchrotron tomography during the mechanical testing of bone is combined with deep learning to mitigate radiation damage, revealing that a compromised collagen network lowers the efficacy of crack deflection.

Details

Language :
English
ISSN :
26624443
Volume :
3
Issue :
1
Database :
Directory of Open Access Journals
Journal :
Communications Materials
Publication Type :
Academic Journal
Accession number :
edsdoj.405eb919e114c199058cff2d7cc6259
Document Type :
article
Full Text :
https://doi.org/10.1038/s43246-022-00296-6