Through the identification and utilization of highly significant characteristics, these techniques helped the model become more predictive by reducing noise, underfitting, and overfitting.
Excerpts
In this regard, a study 31 reported that 68% of Iran shows a high to very high susceptibility to desertification, and another study 32 reported an increasing trend of desertification in the central parts of the country.
Grassland had the greatest degree of fragmentation, but showed a decreasing trend.
a small trendgold
The spatial land use trend index reflects the future trend of a particular land use, whether it develops towards a small trend or a large trend.
The readout errors for node size are rare while the readout error rate for the node properties shown as colors may be significant.
could be considered significantqualified
The authors in 15 mentioned that SoftMax output for each data could be considered significant decoded information.
an overall trendgold
Discussion From an overall trend perspective, findings showed that maximum stress of the MPFN models was lower than those of the PFNA and InterTAN models, and maximum displacement was smaller for the MPFN models than those of the PFNA and InterTAN models under axial, bending, and torsion loads.
OS and PFS OS analysis showed that the group with higher neutropenic grades at cutoffs A and B had significantly better OS, whereas the group with higher neutropenic grades at cutoff C showed a trend towards better OS, although the difference was not statistically significant (Fig. 2 A-C).
Among the components of the efficacy endpoint, there was borderline significant reduction in all-cause death but no difference in myocardial infarction (MI) or stroke.
However, sarpogrelate showed a trend toward a lower hazard of NACE in men compared to women (P interaction = 0.069) and individuals with DM retinopathy compared with those without (P interaction = 0.124).
Figure 14 clearly shows a significant trend in the GRU network’s reconstruction of acceleration data: the data tends to converge towards the mean value of the entire dataset.
The regression coefficients for local R 2 ranged from 0.48 to 0.70, showing a clear spatial differentiation with an increasing trend from east to west overall, with higher local R 2 values observed in northwestern and southwestern Hubei.
a clear trendgold
It is evident that increasing the CO 2 flow does not exhibit a clear trend or significant impact on the leaching rate.
Ago2 KO platelets showed a trend towards increased mean volumes throughout the experimental time frame, reaching significance by 96 h after platelet depletion (Fig. 1 F).
The coal-rock combination samples RCR-1, RCR-2, RCR-3, and RCR-4 exhibit correlation dimensions that generally indicate an increasing trend with significant fluctuation amplitudes.
a clear trendgold
This is expected, as mean model 1 was derived from a specific location—namely, the academic laboratory—where a clear trend is observed, while the remaining models are from different locations.
Peak overshoot sensitivity exhibits similar patterns, with parameter B showing a decreasing trend after 0% variation.
an overall trendgold
This uncertainty reduces, along with the safety margin, with trial-to-trial practice, which could explain an overall trend of decreasing MGA across the entire experiment.
Interestingly, they also observed an increasing trend toward the absence of intervention as a management option—a situation similar to that observed in many field margins in Poland.
To initiate this change, there is an increasing trend toward hardening policies that regulate how industrial enterprises should treat their waste to keep technological development sustainable 10 .
The overall development level of urban logistics demand in Guangdong Province has shown an increasing trend.
a clear trendgold
The results of samples 0, 5, 7, and 9 (corresponding to solution annealing times of 0 h, 8 h, 12 h, and 24 h, respectively) show a clear trend towards increasing grain size with longer annealing times.
The positive effect of weeding is in line with another one of our results, namely that vascular plant cover decreased bryophyte richness in the weeded subplots (only marginally significant in the unweeded subplots), a result that has been found by previous observational and experimental studies 49 , 65 , 66 .
The seasonal Mann-Kendall test indicated no significant trend in LMA, but an increasing trend of 2.14 [Deaths per 100 000 population] per month in PMA.
Annual precipitation in Pakistan is highly varied across regions but shows an increasing trend 9 .