Developing a three-dimensional convolutional neural network for automated full-volume multi-tissue segmentation of the shoulder with comparisons to Goutallier classification and partial volume muscle quality analysis.

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Title: Developing a three-dimensional convolutional neural network for automated full-volume multi-tissue segmentation of the shoulder with comparisons to Goutallier classification and partial volume muscle quality analysis.
Authors: Kim B; The Kolling Institute, The University of Sydney, Faculty of Medicine and Health & The Northern Sydney Local Health District, St Leonards, NSW, Australia; School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia. Electronic address: brian.kim@sydney.edu.au., Gandomkar Z; Discipline of Medical Imaging Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia., McKay MJ; School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia., Seitz AL; Department of Physical Therapy and Human Movement Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA., Wesselink EO; Faculty of Behavioural and Movement Sciences, Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Palo Alto, CA, USA., Cass B; Sydney Shoulder Research Institute, Sydney, NSW, Australia., Young AA; Sydney Shoulder Research Institute, Sydney, NSW, Australia., Linklater JM; Castlereagh Imaging, Sydney, NSW, Australia., Szajer J; Castlereagh Imaging, Sydney, NSW, Australia., Subbiah K; Sydney Shoulder Research Institute, Sydney, NSW, Australia., Elliott JM; The Kolling Institute, The University of Sydney, Faculty of Medicine and Health & The Northern Sydney Local Health District, St Leonards, NSW, Australia; School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia., Weber KA 2nd; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.
Source: Journal of shoulder and elbow surgery [J Shoulder Elbow Surg] 2025 Sep; Vol. 34 (9), pp. 2224-2238. Date of Electronic Publication: 2025 Feb 05.
Publication Type: Journal Article; Comparative Study
Journal Info: Publisher: Mosby Country of Publication: United States NLM ID: 9206499 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1532-6500 (Electronic) Linking ISSN: 10582746 NLM ISO Abbreviation: J Shoulder Elbow Surg Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Kim+B%22">Kim B</searchLink>; The Kolling Institute, The University of Sydney, Faculty of Medicine and Health & The Northern Sydney Local Health District, St Leonards, NSW, Australia; School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia. Electronic address: brian.kim@sydney.edu.au.<br /><searchLink fieldCode="AU" term="%22Gandomkar+Z%22">Gandomkar Z</searchLink>; Discipline of Medical Imaging Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia.<br /><searchLink fieldCode="AU" term="%22McKay+MJ%22">McKay MJ</searchLink>; School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia.<br /><searchLink fieldCode="AU" term="%22Seitz+AL%22">Seitz AL</searchLink>; Department of Physical Therapy and Human Movement Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.<br /><searchLink fieldCode="AU" term="%22Wesselink+EO%22">Wesselink EO</searchLink>; Faculty of Behavioural and Movement Sciences, Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Cass+B%22">Cass B</searchLink>; Sydney Shoulder Research Institute, Sydney, NSW, Australia.<br /><searchLink fieldCode="AU" term="%22Young+AA%22">Young AA</searchLink>; Sydney Shoulder Research Institute, Sydney, NSW, Australia.<br /><searchLink fieldCode="AU" term="%22Linklater+JM%22">Linklater JM</searchLink>; Castlereagh Imaging, Sydney, NSW, Australia.<br /><searchLink fieldCode="AU" term="%22Szajer+J%22">Szajer J</searchLink>; Castlereagh Imaging, Sydney, NSW, Australia.<br /><searchLink fieldCode="AU" term="%22Subbiah+K%22">Subbiah K</searchLink>; Sydney Shoulder Research Institute, Sydney, NSW, Australia.<br /><searchLink fieldCode="AU" term="%22Elliott+JM%22">Elliott JM</searchLink>; The Kolling Institute, The University of Sydney, Faculty of Medicine and Health & The Northern Sydney Local Health District, St Leonards, NSW, Australia; School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia.<br /><searchLink fieldCode="AU" term="%22Weber+KA+2nd%22">Weber KA 2nd</searchLink>; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.
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  Data: <searchLink fieldCode="JN" term="%229206499%22">Journal of shoulder and elbow surgery</searchLink> [J Shoulder Elbow Surg] 2025 Sep; Vol. 34 (9), pp. 2224-2238. <i>Date of Electronic Publication: </i>2025 Feb 05.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Mosby%22">Mosby </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>9206499 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1532-6500 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2210582746%22">10582746 </searchLink><i>NLM ISO Abbreviation: </i>J Shoulder Elbow Surg <i>Subsets: </i>MEDLINE
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        Value: 10.1016/j.jse.2024.12.033
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              Text: 2025 Sep
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