The intrinsic logic of the two-way interaction

The gap

Evidence profile

Sourced from the stated challenges and future work and stated research gap of the source papers, classified as general, spanning 3 journals. Those papers have been cited 3 times in total.

Supporting evidence — 4 representative gaps

• Analysis of Spatial Spillover Effects of Land-Use Intensity and Green Economic Efficiency in Rapidly Urbanizing Regions: A Case Study of China’s Yangtze River Delta (2026) · Human Ecology · doi

  The study identifies the challenge of analyzing the spatial spillover effects of land-use intensity and green economic efficiency in rapidly urbanizing regions. The paper notes the difficulty of understanding the relationships between land-use intensity and green economic efficiency. The study highlights the need to develop new methods to analyze the spatial distribution of land-use intensity and green economic efficiency.

  generalstated challenges
  Keywords: study identifies challenge analyzing spatial spillover effects land-use
• Study on the mechanisms and threshold effects of new quality productive forces on agricultural green transformation: evidence from Henan Province, China (2026) · Frontiers in Sustainable Food Systems · doi

  Although this paper conducts an in-depth study on new quality productive forces and the agricultural green transformation, it still has the following limitations. First, some variables in the indicator system for new quality productive forces are urban macro indicators, and their direct relevance to the agricultural sector needs further refinement. Future research could expand the data dimensions and construct an indicator system for new quality productive forces spe- cific to agriculture to enhance the accuracy of the conclusions. Second, this paper does not consider spatial spillover effects; the development of new quality productive forces may influence neigh- boring areas through spatial diffusion. Future studies could employ spatial econometric models for further analysis to clarify the inten- sity of the impact of new quality productive forces on the agricul- tural green transformation in both local and neighboring regions, thereby making the conclusions more comprehensive. Third, although we have verified the transmission role of green technologi- cal innovation, the exploration of other potential transmission path- ways remains insufficient, failing to fully reveal the internal logic through which new quality productive forces empower the agricul- tural green transformation. Future research can deepen the mecha- nistic analysis, further uncover the transmission mechanisms of new the agricultural green quality productive forces enabling transformation, and combine case studies to support technology implementation and policy execution.

  generalfuture workevidence 5/5
  Keywords: quality productive forces green transformation agricultural further future spatial transmission indicator system conclusions agricul tural
• Research on the interaction mechanism between new-quality productive forces and the green total factor productivity in agriculture (2026) · Academic Journal of Emerging Technologies · doi

  The intrinsic logic of the two-way interaction and cyclical development between new quality productive forces and the green total factor productivity in agriculture is neglected. The analysis of transmission pathways tends to be fragmented. Research on development constraints and regional differentiation characteristics remains insufficiently in-depth.

  generalstated research gapevidence 5/5
  Keywords: intrinsic logic two-way interaction cyclical development between new
• Impact of cultivated land use transformation on agricultural green total factor productivity—a case study of the Yellow River Basin (2026) · Frontiers in Sustainable Food Systems · cited 3× · doi

  The study identifies a gap in understanding the impact of cultivated land use transformation on agricultural green total factor productivity. There is a need to examine the influence of cultivated land use transformation on agricultural green total factor productivity in the context of the Yellow River Basin. The paper aims to fill this gap by utilizing panel data from 62 cities between 2000 and 2020.

  generalstated research gapevidence 5/5
  Keywords: study identifies gap understanding impact cultivated land use

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