Barely Significant

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Upon further inspection, the decision reaction time for passing was shorter than that for shooting, showing a marginal significance ( p -value between 0.05–0.10, as per 24 ); No significant differences were found between breakthrough and passing decisions; No significant differences were found between breakthrough and shooting decisions.
The superior data quality metrics achieved by WGAN-GP—particularly its ability to generate diverse, physically plausible samples that appropriately expand the feature space while preserving core relationships—directly translate to measurable improvements in predictive accuracy that are practically significant for pipeline risk assessment.
Four outcome categories were defined: True Positive (TP) when both methods returned a significant trend in the same direction; False Positive (FP) when ITA returned a significant result but mMK did not; True Negative (TN) when neither method returned a significant trend; and False Negative (FN) when mMK returned a significant but ITA did not.
(2) From 2012 to 2023, the local Moran’s I of agricultural new quality productivity remained positive, showing a fluctuating trend of “increase-decrease-increase”, and most provinces, autonomous regions, and municipalities were distributed in the first, second, and third quadrants; the local Moran’s I of agricultural carbon emissions was also positive, but showed a decreasing trend year by year, and most provinces, autonomous regions, and municipalities were distributed in the first, second, and fourth quadrants.
The results showed that: from 2012 to 2023, the overall level of agricultural new quality productivity showed a trend of continuous improvement, the nuclear density map maintained a single peak shape, the peak value first decreased, then increased, then decreased, and finally increased steadily; The regional distribution of agricultural carbon emissions showed significant heterogeneity.