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Drawing on 5,251 text reviews and 23,553 associated images from Dianping between 2022 and 2024, this study develops a multimodal deep learning framework that integrates GPT-4, U-net, multi-layer attention mechanisms, and interpretability analysis modules (SHAP and Grad-CAM) to examine the impact of 8 environmental scenes and 14 environmental elements in historic districts on public emotional experiences
When the body is dealing with poor sleep, stress, pollution, heavy exercise, or daily environmental strain, antioxidant support becomes part of the bigger picture
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Westermark, P., Andersson, A
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