Multi-center validation of a machine learning model for early detection of monoclonal immunoglobulin-related disorders using routine laboratory data.
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| Title: | Multi-center validation of a machine learning model for early detection of monoclonal immunoglobulin-related disorders using routine laboratory data. |
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| Authors: | Hu Y; Department of Clinical Laboratory Medicine, Xijing Hospital, Fourth Military Medical University, Xi'an, China., Hao X; Department of Clinical Laboratory Medicine, Xijing Hospital, Fourth Military Medical University, Xi'an, China., Li X; Department of Clinical Laboratory Medicine, Xijing Hospital, Fourth Military Medical University, Xi'an, China., Tang H; Department of Hematology, Xijing Hospital, Fourth Military Medical University, Xi'an, China., Liu R; College of Clinical Medicine, Xi'an Medical University, Xi'an, China., Yang J; Department of Clinical Laboratory Medicine, 3201 Hospital, Hanzhong, China., Zhang W; Department of Hematology, Shaanxi Provincial People's Hospital, Xi'an, China., Wang J; Department of Clinical Laboratory Medicine, Xijing Hospital, Fourth Military Medical University, Xi'an, China., Liu X; Department of Clinical Laboratory Medicine, Xijing Hospital, Fourth Military Medical University, Xi'an, China., Zhou Y; School of Computer Science, Xianyang Normal University, Xianyang, China., Zhang Y; Department of Clinical Laboratory Medicine, Xijing Hospital, Fourth Military Medical University, Xi'an, China., Zhang J; Department of Clinical Laboratory Medicine, 3201 Hospital, Hanzhong, China., Diao Y; Department of Clinical Laboratory Medicine, Xijing Hospital, Fourth Military Medical University, Xi'an, China., Zhou L; Department of Clinical Laboratory Medicine, Xijing Hospital, Fourth Military Medical University, Xi'an, China. |
| Source: | Frontiers in immunology [Front Immunol] 2026 Jun 16; Vol. 17, pp. 1856505. Date of Electronic Publication: 2026 Jun 16 (Print Publication: 2026). |
| Publication Type: | Journal Article; Multicenter Study; Validation Study |
| Journal Info: | Publisher: Frontiers Research Foundation] Country of Publication: Switzerland NLM ID: 101560960 Publication Model: eCollection Cited Medium: Internet ISSN: 1664-3224 (Electronic) Linking ISSN: 16643224 NLM ISO Abbreviation: Front Immunol Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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| ISSN: | 1664-3224 |
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| DOI: | 10.3389/fimmu.2026.1856505 |
