• Temperature alters mineral phase and pore characteristics, jointly affecting sandstone mechanical properties.
• A threshold temperature of 600 °C separates low-temperature strengthening from high-temperature damage.
• Low-temperature strengthening involves pore and mineral phase strengthening, while high-temperature damage is primarily pore damage.
• AE event and energy patterns shift from post-peak surge to stepwise increase, indicating a transition from brittle to tensile failure.
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