Explainable prediction of MDR/RR-TB in tuberculosis-diabetes mellitus multimorbidity: a machine learning model developed and validated in a dual-center study.
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| Title: | Explainable prediction of MDR/RR-TB in tuberculosis-diabetes mellitus multimorbidity: a machine learning model developed and validated in a dual-center study. |
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| Authors: | Zhong X; Department of Respiratory and Critical Care Medicine, Center of Respiratory Medicine, The First Affiliated Hospital of Guilin Medical University, Guilin, 541001, China.; Key Laboratory of Basic Research in Respiratory Diseases, Health Commission of Guangxi Zhuang Autonomous Region, Guilin, 541001, China.; Key Laboratory of Respiratory Diseases, Education Department of Guangxi Zhuang Autonomous Region, Guilin, 541001, China.; Department of Respiratory and Critical Care Medicine, Red Cross Hospital of Yulin City, Yulin, 537000, China., Liu K; Department of Respiratory and Critical Care Medicine, Center of Respiratory Medicine, The First Affiliated Hospital of Guilin Medical University, Guilin, 541001, China.; Key Laboratory of Basic Research in Respiratory Diseases, Health Commission of Guangxi Zhuang Autonomous Region, Guilin, 541001, China.; Key Laboratory of Respiratory Diseases, Education Department of Guangxi Zhuang Autonomous Region, Guilin, 541001, China., Zhang J; Department of Respiratory and Critical Care Medicine, Red Cross Hospital of Yulin City, Yulin, 537000, China., Tang X; Department of Medical, The Third People's Hospital of Guilin, Guilin, 541001, China., Lu T; Department of Respiratory and Critical Care Medicine, Center of Respiratory Medicine, The First Affiliated Hospital of Guilin Medical University, Guilin, 541001, China.; Key Laboratory of Basic Research in Respiratory Diseases, Health Commission of Guangxi Zhuang Autonomous Region, Guilin, 541001, China.; Key Laboratory of Respiratory Diseases, Education Department of Guangxi Zhuang Autonomous Region, Guilin, 541001, China., Chen Q; Department of Respiratory and Critical Care Medicine, Center of Respiratory Medicine, The First Affiliated Hospital of Guilin Medical University, Guilin, 541001, China.; Key Laboratory of Basic Research in Respiratory Diseases, Health Commission of Guangxi Zhuang Autonomous Region, Guilin, 541001, China.; Key Laboratory of Respiratory Diseases, Education Department of Guangxi Zhuang Autonomous Region, Guilin, 541001, China., Pang J; Department of Respiratory and Critical Care Medicine, Center of Respiratory Medicine, The First Affiliated Hospital of Guilin Medical University, Guilin, 541001, China.; Key Laboratory of Basic Research in Respiratory Diseases, Health Commission of Guangxi Zhuang Autonomous Region, Guilin, 541001, China.; Key Laboratory of Respiratory Diseases, Education Department of Guangxi Zhuang Autonomous Region, Guilin, 541001, China., Chen R; Department of Respiratory and Critical Care Medicine, Center of Respiratory Medicine, The First Affiliated Hospital of Guilin Medical University, Guilin, 541001, China.; Key Laboratory of Basic Research in Respiratory Diseases, Health Commission of Guangxi Zhuang Autonomous Region, Guilin, 541001, China.; Key Laboratory of Respiratory Diseases, Education Department of Guangxi Zhuang Autonomous Region, Guilin, 541001, China., Li B; Department of Respiratory and Critical Care Medicine, Center of Respiratory Medicine, The First Affiliated Hospital of Guilin Medical University, Guilin, 541001, China.; Key Laboratory of Basic Research in Respiratory Diseases, Health Commission of Guangxi Zhuang Autonomous Region, Guilin, 541001, China.; Key Laboratory of Respiratory Diseases, Education Department of Guangxi Zhuang Autonomous Region, Guilin, 541001, China., Ding S; Department of Respiratory and Critical Care Medicine, Center of Respiratory Medicine, The First Affiliated Hospital of Guilin Medical University, Guilin, 541001, China.; Key Laboratory of Basic Research in Respiratory Diseases, Health Commission of Guangxi Zhuang Autonomous Region, Guilin, 541001, China.; Key Laboratory of Respiratory Diseases, Education Department of Guangxi Zhuang Autonomous Region, Guilin, 541001, China., Ma L; Department of Respiratory and Critical Care Medicine, Center of Respiratory Medicine, The First Affiliated Hospital of Guilin Medical University, Guilin, 541001, China. malibing1984@163.com.; Key Laboratory of Basic Research in Respiratory Diseases, Health Commission of Guangxi Zhuang Autonomous Region, Guilin, 541001, China. malibing1984@163.com.; Key Laboratory of Respiratory Diseases, Education Department of Guangxi Zhuang Autonomous Region, Guilin, 541001, China. malibing1984@163.com. |
| Source: | BMC infectious diseases [BMC Infect Dis] 2026 Apr 30; Vol. 26 (1). Date of Electronic Publication: 2026 Apr 30. |
| Publication Type: | Journal Article; Multicenter Study |
| Journal Info: | Publisher: BioMed Central Country of Publication: England NLM ID: 100968551 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2334 (Electronic) Linking ISSN: 14712334 NLM ISO Abbreviation: BMC Infect Dis Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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