Parameter-Efficient LoRA-GRL Adaptation for Cross-Center Classification of Benign and Malignant Lung Nodules on Heterogeneous Standard-Dose Chest CT: A Multi-Institutional Study from Palestine

Radwan Qasrawi, Razan AbuGhoush, Ghada Issa, Suliman Thwib, Malak Amro, Rand Al Taweel, Sara Asfour, Yazan Dibas, Tawfiq Abukeshek, Marwan Qubja

Open source

DOI
10.3390/jimaging12090461
Published
2026-09-21
Container
Journal of Imaging
Publisher
MDPI AG
Open access
unknown

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BibTeX

@article{allodium:10.3390/jimaging12090461,
  title = {Parameter-Efficient LoRA-GRL Adaptation for Cross-Center Classification of Benign and Malignant Lung Nodules on Heterogeneous Standard-Dose Chest CT: A Multi-Institutional Study from Palestine},
  author = {Radwan Qasrawi and Razan AbuGhoush and Ghada Issa and Suliman Thwib and Malak Amro and Rand Al Taweel and Sara Asfour and Yazan Dibas and Tawfiq Abukeshek and Marwan Qubja},
  year = {2026},
  journal = {Journal of Imaging},
  doi = {10.3390/jimaging12090461},
  url = {https://doi.org/10.3390/jimaging12090461}
}

RIS

TY  - JOUR
TI  - Parameter-Efficient LoRA-GRL Adaptation for Cross-Center Classification of Benign and Malignant Lung Nodules on Heterogeneous Standard-Dose Chest CT: A Multi-Institutional Study from Palestine
AU  - Radwan Qasrawi
AU  - Razan AbuGhoush
AU  - Ghada Issa
AU  - Suliman Thwib
AU  - Malak Amro
AU  - Rand Al Taweel
AU  - Sara Asfour
AU  - Yazan Dibas
AU  - Tawfiq Abukeshek
AU  - Marwan Qubja
PY  - 2026
JO  - Journal of Imaging
DO  - 10.3390/jimaging12090461
UR  - https://doi.org/10.3390/jimaging12090461
ER  - 

APA

Qasrawi, R., AbuGhoush, R., Issa, G., Thwib, S., Amro, M., Taweel, R. A., Asfour, S., Dibas, Y., Abukeshek, T., & Qubja, M. (2026). Parameter-Efficient LoRA-GRL Adaptation for Cross-Center Classification of Benign and Malignant Lung Nodules on Heterogeneous Standard-Dose Chest CT: A Multi-Institutional Study from Palestine. Journal of Imaging. https://doi.org/10.3390/jimaging12090461

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