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Deep-Learning Algorithm Diagnostic Support for Usual Interstitial Pneumonia Pattern Recognition in Fibrotic Interstitial Lung Disease.

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Title: Deep-Learning Algorithm Diagnostic Support for Usual Interstitial Pneumonia Pattern Recognition in Fibrotic Interstitial Lung Disease.
Authors: Fermoyle CC; Faculty of Medicine and Health, University of Sydney, Sydney, Australia., Mackintosh JA; Faculty of Medicine, University of Queensland, Brisbane, Australia., Navaratnam V; Department of Respiratory Medicine, Sir Charles Gardiner Hospital, Perth, Australia.; Institute for Respiratory Health, University of Western Australia, Perth, Australia., Ellis SJ; Department of Radiology, The Alfred Hospital, Melbourne, Australia.; Department of Surgery, School of Translational Medicine, Monash University, Melbourne, Australia., Cooper WA; Faculty of Medicine and Health, University of Sydney, Sydney, Australia.; Department of Tissue Pathology and Diagnostic Oncology, NSW Health Pathology, Royal Prince Alfred Hospital, Sydney, Australia.; School of Medicine, Western Sydney University, Sydney, Australia., Goh NSL; Department of Respiratory and Sleep Medicine, Austin Hospital, Melbourne, Australia.; Institute for Breathing and Sleep, Melbourne, Australia.; University of Melbourne, Melbourne, Australia., Moodley Y; Royal Perth Hospital, Perth, Australia., Reynolds PN; University of Adelaide, Adelaide, Australia.; Royal Adelaide Hospital, Adelaide, Australia., Zappala CJ; Hervey Bay Hospital, Urraween, Queensland, Australia.; University of Queensland, Brisbane, Australia., Hopkins P; School of Medicine, University of Queensland, Brisbane, Australia., Glaspole IN; Alfred Hospital, Melbourne, Australia.; Monash University, Melbourne, Australia., Corte TJ; Faculty of Medicine and Health, University of Sydney, Sydney, Australia.; Royal Prince Alfred Hospital, Sydney, Australia., Walsh SLF; Qureight Ltd, Cambridge, UK.; National Heart and Lung Institute, Imperial College London, UK.
Corporate Authors: SOFIA Project Consortium
Source: Respirology (Carlton, Vic.) [Respirology] 2026 Jul; Vol. 31 (7), pp. 711-720. Date of Electronic Publication: 2026 Apr 01.
Publication Type: Journal Article
Journal Info: Publisher: Blackwell Science Country of Publication: Australia NLM ID: 9616368 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1440-1843 (Electronic) Linking ISSN: 13237799 NLM ISO Abbreviation: Respirology Subsets: MEDLINE
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  Data: Deep-Learning Algorithm Diagnostic Support for Usual Interstitial Pneumonia Pattern Recognition in Fibrotic Interstitial Lung Disease.
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  Data: <searchLink fieldCode="JN" term="%229616368%22">Respirology (Carlton, Vic.)</searchLink> [Respirology] 2026 Jul; Vol. 31 (7), pp. 711-720. <i>Date of Electronic Publication: </i>2026 Apr 01.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Blackwell+Science%22">Blackwell Science </searchLink><i>Country of Publication: </i>Australia <i>NLM ID: </i>9616368 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1440-1843 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2213237799%22">13237799 </searchLink><i>NLM ISO Abbreviation: </i>Respirology <i>Subsets: </i>MEDLINE
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              Text: 2026 Jul
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