China is directly linked to the concept of carbon neutrality through its official national commitment to achieve the goal by 2060 [1], [2], which is supported by extensive academic research on its specific transition pathways [3], [4], [5], [6] and the implementation of comprehensive national policy frameworks like the '1 + N' plan [7], [8].