Biomarker-driven prediction of airway obstruction severity and exacerbation in COPD using machine learning.
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| Title: | Biomarker-driven prediction of airway obstruction severity and exacerbation in COPD using machine learning. |
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| Authors: | Abdelhafiz, Ahmed Samir1 (AUTHOR) ahmed.samir@nci.cu.edu.eg, Ali, Asmaa2,3,4 (AUTHOR), Mahmoud, Amal A.5 (AUTHOR), Ayoub, Mahmoud Aly1 (AUTHOR), Liang, Wu2 (AUTHOR), Mohammed, Ammar6,7 (AUTHOR), Gawad, Menna Helmy Mohamed Abdel8 (AUTHOR) |
| Source: | Egyptian Journal of Bronchology. 4/13/2026, Vol. 20 Issue 1, p1-12. 12p. |
| Database: | Academic Search Ultimate |
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| ISSN: | 16878426 |
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| DOI: | 10.1186/s43168-026-00559-7 |
