Ting Yin
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Deep learning prediction of pathological complete response in breast cancer using Mamba architecture
Abstract Deep learning is capable of efficiently predicting the therapeutic efficacy of neoadjuvant chemotherapy (NAC) in breast cancer. However, current methods predominantly rely on convolutional neural networks or transformer architectures and are often validated in small patient cohorts.
Association of sarcopenia and muscle attenuation with clinical outcomes in patients with diabetic foot: a systematic review and meta-analysis
Abstract Background: Diabetic foot (DF) represents a severe and disabling complication of diabetes, closely linked to ulceration, amputation, functional impairment, and an elevated risk of death. Sarcopenia is a syndrome marked by progressive declines in muscle mass and function. Emerging evidence suggests a possible link between DF and sarcopenia. Nonetheless, a systematic evaluation of the influence of sarcopenia on adverse clinical outcomes in individuals with DF remains unavailable.
Performance evaluation of large language models in the diagnosis of emergency internal medicine diseases: a retrospective study
Abstract Objective: Medical domain large language models (LLMs) exhibit verified clinical decision-support capabilities in simulated case analyses and standardized tests, yet their diagnostic efficacy in real-world emergency settings remain insufficiently explored. This study evaluates the diagnostic performance of 5 mainstream LLMs (ChatGPT-4o, Gemini-2.0, Grok3, DeepSeek-V3, Doubao) against emergency department junior physicians (EDJP) on real-world emergency internal medicine cases.
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