Classification of hematologic malignancies from whole-slide bone marrow aspirates using a two-stage deep convolutional neural network pipeline.

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Title: Classification of hematologic malignancies from whole-slide bone marrow aspirates using a two-stage deep convolutional neural network pipeline.
Authors: Chen HR; School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.; Department of Medical Research, Taipei Veterans General Hospital, Taipei, Taiwan., Liu YC; School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.; Division of Hematology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan., Yeh CM; Division of Transfusion Medicine, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan.; Institute of Public Health, National Yang Ming Chiao Tung University, Taipei, Taiwan., Lin CK; Department of Computer Science, National Yang Ming Chiao Tung University, Hsinchu, Taiwan., Chien TY; Industry Academia Innovation School, National Yang Ming Chiao Tung University, Hsinchu, Taiwan., Hong YC; School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.; Division of Hematology and Oncology, Department of Medicine, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan., Liu CJ; Division of Transfusion Medicine, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan.; Institute of Emergency and Critical Care Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan., Yu KH; Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA.; Department of Pathology, Brigham and Women's Hospital, Boston, MA, USA.
Source: Digital health [Digit Health] 2026 Apr 22; Vol. 12, pp. 20552076261444599. Date of Electronic Publication: 2026 Apr 22 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: SAGE Publications Ltd Country of Publication: United States NLM ID: 101690863 Publication Model: eCollection Cited Medium: Print ISSN: 2055-2076 (Print) Linking ISSN: 20552076 NLM ISO Abbreviation: Digit Health Subsets: PubMed not MEDLINE
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  Data: Classification of hematologic malignancies from whole-slide bone marrow aspirates using a two-stage deep convolutional neural network pipeline.
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  Data: <searchLink fieldCode="AU" term="%22Chen+HR%22">Chen HR</searchLink>; School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.; Department of Medical Research, Taipei Veterans General Hospital, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Liu+YC%22">Liu YC</searchLink>; School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.; Division of Hematology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Yeh+CM%22">Yeh CM</searchLink>; Division of Transfusion Medicine, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan.; Institute of Public Health, National Yang Ming Chiao Tung University, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lin+CK%22">Lin CK</searchLink>; Department of Computer Science, National Yang Ming Chiao Tung University, Hsinchu, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chien+TY%22">Chien TY</searchLink>; Industry Academia Innovation School, National Yang Ming Chiao Tung University, Hsinchu, Taiwan.<br /><searchLink fieldCode="AU" term="%22Hong+YC%22">Hong YC</searchLink>; School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.; Division of Hematology and Oncology, Department of Medicine, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Liu+CJ%22">Liu CJ</searchLink>; Division of Transfusion Medicine, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan.; Institute of Emergency and Critical Care Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Yu+KH%22">Yu KH</searchLink>; Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA.; Department of Pathology, Brigham and Women's Hospital, Boston, MA, USA.
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        Value: 10.1177/20552076261444599
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        Text: English
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      – TitleFull: Classification of hematologic malignancies from whole-slide bone marrow aspirates using a two-stage deep convolutional neural network pipeline.
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              Text: 2026 Apr 22
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