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Explainable fully automated CT scoring of interstitial lung disease for patients suspected of systemic sclerosis by cascaded regression neural networks and its comparison with experts

2024 · Scientific Reports

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引用: Jia, J., Hernández-Girón, I., Schouffoer, A. A., de Vries-Bouwstra, J. K., Ninaber, M. K., Korving, J. C., Kroft, L. J. M., Staring, M., & Stoel, B. C. (2024). Explainable fully automated CT scoring of interstitial lung disease for patients suspected of systemic sclerosis by cascaded regression neural networks and its comparison with experts. Scientific Reports, 14(1), 26666.

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系统性硬化症相关间质性肺病的 CT 视觉评分工作量大、主观性强且耗时。本研究开发了基于级联回归神经网络的深度学习框架,实现自动化 SSc-ILD CT 评分,性能与专家相当,并生成可解释热力图。

推荐引用:Jia, J., Hernández-Girón, I., Schouffoer, A. A., de Vries-Bouwstra, J. K., Ninaber, M. K., Korving, J. C., Kroft, L. J. M., Staring, M., & Stoel, B. C. (2024). Explainable fully automated CT scoring of interstitial lung disease for patients suspected of systemic sclerosis by cascaded regression neural networks and its comparison with experts. Scientific Reports, 14(1), 26666.