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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.
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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An: 192963658
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  Data: Biomarker-driven prediction of airway obstruction severity and exacerbation in COPD using machine learning.
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  Data: <searchLink fieldCode="JN" term="%22Egyptian+Journal+of+Bronchology%22">Egyptian Journal of Bronchology</searchLink>. 4/13/2026, Vol. 20 Issue 1, p1-12. 12p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=192963658
RecordInfo BibRecord:
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      – Type: doi
        Value: 10.1186/s43168-026-00559-7
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      – Code: eng
        Text: English
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      – TitleFull: Biomarker-driven prediction of airway obstruction severity and exacerbation in COPD using machine learning.
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            NameFull: Abdelhafiz, Ahmed Samir
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            NameFull: Ali, Asmaa
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            NameFull: Mahmoud, Amal A.
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            NameFull: Ayoub, Mahmoud Aly
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            NameFull: Liang, Wu
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            NameFull: Mohammed, Ammar
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              M: 04
              Text: 4/13/2026
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              Y: 2026
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            – TitleFull: Egyptian Journal of Bronchology
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