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Shuyin Duan on Muck Rack

Shuyin Duan

As seen in: Nature
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Articles

Artificial intelligence-driven early warning for online learner dropout: temporal explainability and theory-grounded intervention

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By Lin Zhang, Shuyin Duan
| Nature Verified
Abstract Online learning faces persistently high dropout rates, yet most prediction models are static, single-time-point classifiers with little interpretability and untested cross-course transfer. Drawing on 32,593 registrations from the Open University Learning Analytics Dataset (OULAD), we build a temporally dynamic, interpretable machine learning framework.
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Data mining-based lung cancer diagnostic models and high-risk warning for occupational group

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By Huijie Yuan, Penghui Ji, Ziqi Wang, Lijun Miao, Hong liu, Lihua Ding, Yongjun Wu, Sitian He, Yaru Chai, Shuyin Duan
| Nature Verified
Abstract Screening is the key to improving the five-year survival rate of lung cancer patients. We aimed to investigate the risk factors for lung cancer and to achieve screening and early warning of individuals at high risk of lung cancer in the coke oven worker population. According to the inclusion and exclusion criteria, 185 lung cancer patients and 163 normal controls were included. To screen for biomarkers, we established a mouse lung cancer model and a cellular malignant transformation model.
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