Diagnosis of Osteoarthritic Changes, Loss of Cervical Lordosis, and Disc Space Narrowing on Cervical Radiographs With Deep Learning Methods
| dc.contributor.author | Tokdemir, Gul | |
| dc.contributor.author | Ureten, Kemal | |
| dc.contributor.author | Atalar, Ebru | |
| dc.contributor.author | Duran, Semra | |
| dc.contributor.author | Maras, Hakan | |
| dc.contributor.author | Maras, Yuksel | |
| dc.date.accessioned | 2024-03-05T13:00:27Z | |
| dc.date.accessioned | 2025-09-18T16:07:34Z | |
| dc.date.available | 2024-03-05T13:00:27Z | |
| dc.date.available | 2025-09-18T16:07:34Z | |
| dc.date.issued | 2022 | |
| dc.description | Maras, Yuksel/0000-0001-9319-0955; Duran, Semra/0000-0003-0863-2443; Tokdemir, Gul/0000-0003-2441-3056 | en_US |
| dc.description.abstract | Objectives: In this study, we aimed to differentiate normal cervical graphs and graphs of diseases that cause mechanical neck pain by using deep convolutional neural networks (DCNN) technology. Materials and methods: In this retrospective study, the convolutional neural networks were used and transfer learning method was applied with the pre-trained VGG-16, VGG-19, Resnet-101, and DenseNet-201 networks. Our data set consisted of 161 normal lateral cervical radiographs and 170 lateral cervical radiographs with osteoarthritis and cervical degenerative disc disease. Results: We compared the performances of the classification models in terms of performance metrics such as accuracy, | en_US |
| dc.identifier.citation | Maraş, Yüksel;...et.al. (2022). "Diagnosis of osteoarthritic changes, loss of cervical lordosis, and disc space narrowing on cervical radiographs with deep learning methods", Joint Diseases and Related Surgery, Vol.33, No.1, pp.93-101. | en_US |
| dc.identifier.doi | 10.52312/jdrs.2022.445 | |
| dc.identifier.issn | 2687-4784 | |
| dc.identifier.issn | 2687-4792 | |
| dc.identifier.scopus | 2-s2.0-85127383643 | |
| dc.identifier.uri | https://doi.org/10.52312/jdrs.2022.445 | |
| dc.identifier.uri | https://hdl.handle.net/20.500.12416/14801 | |
| dc.language.iso | en | en_US |
| dc.publisher | Turkish Joint Diseases Foundation | en_US |
| dc.relation.ispartof | Joint Diseases and Related Surgery | |
| dc.rights | info:eu-repo/semantics/openAccess | en_US |
| dc.subject | Disc Space Narrowing | en_US |
| dc.subject | Osteoarthritic Changes | en_US |
| dc.subject | Transfer Learning | en_US |
| dc.subject | Cervical Radiography | en_US |
| dc.subject | Convolutional Neural Network | en_US |
| dc.subject | Deep | en_US |
| dc.subject | Learning | en_US |
| dc.title | Diagnosis of Osteoarthritic Changes, Loss of Cervical Lordosis, and Disc Space Narrowing on Cervical Radiographs With Deep Learning Methods | en_US |
| dc.title | Diagnosis of osteoarthritic changes, loss of cervical lordosis, and disc space narrowing on cervical radiographs with deep learning methods | tr_TR |
| dc.type | Article | en_US |
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| gdc.author.id | Maras, Yuksel/0000-0001-9319-0955 | |
| gdc.author.id | Duran, Semra/0000-0003-0863-2443 | |
| gdc.author.id | Tokdemir, Gul/0000-0003-2441-3056 | |
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| gdc.author.wosid | Duran, Semra/Hge-0891-2022 | |
| gdc.author.wosid | Atalar, Ebru/Jcd-5463-2023 | |
| gdc.author.wosid | Maras, Hakan/G-1236-2017 | |
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| gdc.description.department | Çankaya University | en_US |
| gdc.description.departmenttemp | [Maras, Yuksel; Atalar, Ebru] Ankara City Hosp, Dept Rheumatol, Ankara, Turkey; [Tokdemir, Gul; Maras, Hakan] Cankaya Univ, Fac Engn, Dept Comp Engn, Ankara, Turkey; [Ureten, Kemal] Kirikkale Univ, Fac Med, Dept Rheumatol, Kirikkale, Turkey; [Duran, Semra] Ankara City Hosp, Dept Radiol, Ankara, Turkey | en_US |
| gdc.description.endpage | 101 | en_US |
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| gdc.description.publicationcategory | Makale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı | en_US |
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| gdc.description.startpage | 93 | en_US |
| gdc.description.volume | 33 | en_US |
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| gdc.oaire.keywords | Radiography | |
| gdc.oaire.keywords | Deep Learning | |
| gdc.oaire.keywords | Cervical radiography; convolutional neural network; deep; learning; disc space narrowing; osteoarthritic changes; transfer learning | |
| gdc.oaire.keywords | Lordosis | |
| gdc.oaire.keywords | Humans | |
| gdc.oaire.keywords | Original Article | |
| gdc.oaire.keywords | Intervertebral Disc Degeneration | |
| gdc.oaire.keywords | Retrospective Studies | |
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| gdc.virtual.author | Tokdemir, Gül | |
| gdc.virtual.author | Maraş, Hadi Hakan | |
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