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Hematologist-level classification of mature B-cell neoplasm using deep learning on multiparameter flow cytometry data

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NIAID Data Ecosystem2026-03-12 收录
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Classify B-NHL subtypes from blood and bone marrow samples Conclusion: We developed an automated model to directly classify FCS data into multiclass diagnosis label without the need for human supervision or any manual gating. Our model achieved a weighted F1-score of 0.94 for an eight-class classification: CLL/MBL, PL, FL, HCL, LPL, MCL, MZL and healthy controls. Navios cytometer was calibrated according to the manufacturer’s recommendations

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2020-10-01
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