Deep-learning based quantitative evaluation of postoperative atelectasis following right upper lobectomy.

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Title: Deep-learning based quantitative evaluation of postoperative atelectasis following right upper lobectomy.
Authors: Kamtam DN; Division of Thoracic Surgery, Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, CA, USA. devanish@stanford.edu., Facchi GM; Division of Head and Neck Surgery, Department of Otolaryngology, Stanford University, Stanford, CA, USA.; Department of Computer Science, University of Milan, Milan, Italy., Lin N; Division of Thoracic Surgery, Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, CA, USA., Tsai LL; Division of Thoracic Surgery, Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, CA, USA., Lui NS; Division of Thoracic Surgery, Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, CA, USA., Elliott IA; Division of Thoracic Surgery, Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, CA, USA.; Department of Surgery, Veterans Affairs Palo Alto Health Care System, Stanford, CA, USA., Liou DZ; Division of Thoracic Surgery, Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, CA, USA., Backhus LM; Division of Thoracic Surgery, Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, CA, USA.; Department of Surgery, Veterans Affairs Palo Alto Health Care System, Stanford, CA, USA., Berry MF; Division of Thoracic Surgery, Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, CA, USA., Guo HH; Department of Radiology, Stanford University School of Medicine, Stanford, CA, USA., Langlotz CP; Department of Radiology, Stanford University School of Medicine, Stanford, CA, USA.; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.; Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, CA, USA., Shrager JB; Division of Thoracic Surgery, Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, CA, USA.; Department of Surgery, Veterans Affairs Palo Alto Health Care System, Stanford, CA, USA.
Source: NPJ digital medicine [NPJ Digit Med] 2026 Apr 30. Date of Electronic Publication: 2026 Apr 30.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101731738 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2398-6352 (Electronic) Linking ISSN: 23986352 NLM ISO Abbreviation: NPJ Digit Med
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  Data: <searchLink fieldCode="AU" term="%22Kamtam+DN%22">Kamtam DN</searchLink>; Division of Thoracic Surgery, Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, CA, USA. devanish@stanford.edu.<br /><searchLink fieldCode="AU" term="%22Facchi+GM%22">Facchi GM</searchLink>; Division of Head and Neck Surgery, Department of Otolaryngology, Stanford University, Stanford, CA, USA.; Department of Computer Science, University of Milan, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Lin+N%22">Lin N</searchLink>; Division of Thoracic Surgery, Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Tsai+LL%22">Tsai LL</searchLink>; Division of Thoracic Surgery, Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Lui+NS%22">Lui NS</searchLink>; Division of Thoracic Surgery, Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Elliott+IA%22">Elliott IA</searchLink>; Division of Thoracic Surgery, Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, CA, USA.; Department of Surgery, Veterans Affairs Palo Alto Health Care System, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Liou+DZ%22">Liou DZ</searchLink>; Division of Thoracic Surgery, Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Backhus+LM%22">Backhus LM</searchLink>; Division of Thoracic Surgery, Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, CA, USA.; Department of Surgery, Veterans Affairs Palo Alto Health Care System, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Berry+MF%22">Berry MF</searchLink>; Division of Thoracic Surgery, Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Guo+HH%22">Guo HH</searchLink>; Department of Radiology, Stanford University School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Langlotz+CP%22">Langlotz CP</searchLink>; Department of Radiology, Stanford University School of Medicine, Stanford, CA, USA.; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.; Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Shrager+JB%22">Shrager JB</searchLink>; Division of Thoracic Surgery, Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, CA, USA.; Department of Surgery, Veterans Affairs Palo Alto Health Care System, Stanford, CA, USA.
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