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Climate change and urban overheating are intensifying summer thermal risks in naturally ventilated residences in China’s severe cold and cold regions, where tailored overheating criteria remain absent. A multi-city 2024 field campaign (>15,000 records; 15,055 valid pairs) integrated indoor and outdoor monitoring with daily thermal sensation to examine the contextual validity of CIBSE TM59 and to calibrate a regional adaptive assessment. More than half of the monitored living rooms—and virtually all bedrooms—were classified as overheated by TM59, while occupants’ sensations showed about 80% agreement. Fixed bedroom thresholds systematically overestimated overheating at night, particularly just above 26 ℃; responses indicate higher acceptability around 26–27 ℃ and perceptual shifts near 28–30 ℃. Building on these findings, a summer residential adaptive model calibrated with the 2024 dataset delivers slightly higher overall classification accuracy and a more balanced sensitivity-specificity profile than GB/T 50785 and a prior preliminary model, while maintaining comparability with international adaptive frameworks. ΔT-based error analyses further suggest a better-calibrated upper-temperature threshold. The results demonstrate the utility of large-scale field evidence for validating and refining overheating assessments and provide a data-driven pathway to localise international guidance. The calibrated thresholds and night‑time bedroom references offer actionable inputs for updating Chinese standards and informing retrofit, ventilation, and passive-cooling strategies that enhance climate resilience in cold-climate residences.
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