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Open Access
Peer-reviewed
Research Article
A feature-efficient dual-task machine learning framework for predicting bone mineral density and osteoporosis stratification in resource-constrained environments
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Alina Maryum,
Roles Methodology, Visualization, Writing – original draft
Affiliation Department of Computer and Software Engineering, National University of Sciences and Technology (NUST), Islamabad, Pakistan
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Arslan Shaukat ,
Contributed equally to this work with: Arslan Shaukat, Ayesha Haque, Shazia Yusuf, Saif ul Haque, Humaira Ali, Soyiba Jawed, Muhammad Usman Akram
Roles Conceptualization, Investigation, Supervision, Writing – review & editing
* E-mail: arslanshaukat@ceme.nust.edu.pk
Current Address: Department of Computer and Software Engineering, National University of Sciences and Technology (NUST), Islamabad, Pakistan
Affiliation Department of Computer and Software Engineering, National University of Sciences and Technology (NUST), Islamabad, Pakistan
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Ehsan Yousaf,
Roles Methodology, Visualization, Writing – original draft
Affiliation Department of Engineering, National University of Sciences and Technology (NUST), Islamabad, Pakistan
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Ayesha Haque ,
Contributed equally to this work with: Arslan Shaukat, Ayesha Haque, Shazia Yusuf, Saif ul Haque, Humaira Ali, Soyiba Jawed, Muhammad Usman Akram
Roles Conceptualization, Data curation, Investigation, Writing – review & editing
Affiliation Department of Anatomy, National University of Sciences and Technology (NUST), Islamabad, Pakistan
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Shazia Yusuf ,
Contributed equally to this work with: Arslan Shaukat, Ayesha Haque, Shazia Yusuf, Saif ul Haque, Humaira Ali, Soyiba Jawed, Muhammad Usman Akram
Roles Data curation, Investigation
Affiliation Capital Hospital (CDA), Islamabad, Pakistan
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Saif ul Haque ,
Contributed equally to this work with: Arslan Shaukat, Ayesha Haque, Shazia Yusuf, Saif ul Haque, Humaira Ali, Soyiba Jawed, Muhammad Usman Akram
Roles Data curation, Investigation
Affiliation Department of Nuclear Medicine (AECH-NORI), Islamabad, Pakistan
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Humaira Ali ,
Contributed equally to this work with: Arslan Shaukat, Ayesha Haque, Shazia Yusuf, Saif ul Haque, Humaira Ali, Soyiba Jawed, Muhammad Usman Akram
Roles Data curation, Investigation
Affiliation Department of Anatomy, Swat Medical College, Swat, Pakistan
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Soyiba Jawed ,
Contributed equally to this work with: Arslan Shaukat, Ayesha Haque, Shazia Yusuf, Saif ul Haque, Humaira Ali, Soyiba Jawed, Muhammad Usman Akram
Roles Investigation, Writing – review & editing
Affiliation Department of Computer and Software Engineering, National University of Sciences and Technology (NUST), Islamabad, Pakistan
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Muhammad Usman Akram
Contributed equally to this work with: Arslan Shaukat, Ayesha Haque, Shazia Yusuf, Saif ul Haque, Humaira Ali, Soyiba Jawed, Muhammad Usman Akram
Roles Conceptualization, Investigation, Methodology, Supervision, Writing – review & editing
Affiliation Department of Computer and Software Engineering, National University of Sciences and Technology (NUST), Islamabad, Pakistan
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A feature-efficient dual-task machine learning framework for predicting bone mineral density and osteoporosis stratification in resource-constrained environments
- Alina Maryum,
- Arslan Shaukat,
- Ehsan Yousaf,
- Ayesha Haque,
- Shazia Yusuf,
- Saif ul Haque,
- Humaira Ali,
- Soyiba Jawed,
- Muhammad Usman Akram
- Published: July 20, 2026
- https://doi.org/10.1371/journal.pone.0354038