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The objective is to highlight the need to strength a territorial culture and to develop institutional capacity to respond in a coordinated manner to these phenomena at metropolitan scale

For the training dataset, the AI-based model demonstrated an overall accuracy of 91% in differentiating among grade 0/1, grade 2a, grade 2b and grade 3 classifications

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This research emphasizes the importance of performance-driven design in creating low-carbon urban blocks and offers valuable guidance for urban designers aiming to optimize both building energy efficiency and the quality of external urban spaces