Excerpts

The comparison with SSF-DDI shows p-values ranging from 0.0001 to 0.0008 across different datasets, while comparisons with GMPNN-CS consistently show p-values of 0.0001, indicating highly significant improvements.

We found a clear trend of increasing performance with model scale, as opposed to over-fitting with greater parameter count, indicating the robustness of the approach and potential for further performance gains with greater scale in both compute and data.

Among them, the H-BRB, MTS-BRB, and MTS-BRB-R models show a trumpet trend distribution in the small-value region, which indicates that the error shows an increasing trend with increasing value.

A deeper analysis of independent and joint publications at each stage, as depicted in Fig 7(b) , reveals a clear trend: The proportion of independent publications is steadily declining, whereas the momentum of joint publications is growing stronger.

From the data presented in Table 8 , a notable trend in the proportion of various policy types over time becomes visually apparent.

Gas extraction purity: From an overall trend perspective, gas purity gradually decreases over time (with the original range specified as 9.0–5.0 m 3 /min), and the actual value at the current moment is infinitely close to the optimal value of the ideal reference curve.

Although no significant differences were observed between the trials ( Fig 2a ), the comparison of blood lactate tests at 3 minutes post-exercise revealed a medium effect, with the blood lactate concentration in the IPC trial showing an increasing trend.

The data shows a clear trend: higher concentrations of WPO and DEE lead to elevated NOx, with the D65B25DE10 blend showing a 46.22% increase.

Similarly, while Trade shows a positive but marginally significant effect (0.1290, significant at the 10% level) on GDP per capita overall, the interaction term Trade_anglo (−0.4477, significant at 1% level) indicates a significantly negative effect of trade openness on GDP per capita in Anglophone countries.

However, there has been an increasing trend of referrals from primary to tertiary care, increasing strain on hospital services.

The main-stem leaf biomass partitioning coefficient of rapeseed in seedling stage under different treatments all showed a trend of increasing first and then decreasing ( Fig 3 ).

No additional effects approached significance (ps ≥ .21).

The data showed ( Table 2 ) a clear trend, where proteins with higher centrality values tended to have higher predicted scores, suggesting that the neural network effectively captured the complex interactions within the protein network, highlighting the utility of neural network-guided central hubs analysis for predicting protein centrality scores and understanding the topological importance of proteins within biological networks.

NDE incorrectly shows a steady decline with increasing network order, and ECD shows an increasing trend that does not seem to converge to 1, indicating a poor response to such a perturbation.

NHT exhibits values with a decreasing trend toward zero as complete graphs grow.

Moreover, various concentrations of the chrysanthemum extract demonstrated a clear trend in preventing retinopathy.

coli exhibited a decreasing trend across the processing stages.

Trends in patient exposure prior to approval (2011–2023) The median number of patients exposed to new active substances prior to approval shows a decreasing trend over the period 2011–2023, particularly from 2016 onwards ( Fig 5 ).

Despite being unable to demonstrate statistical or clinical significance, there was a clear trend in data favouring MP TKRs when observing FJS-12.

In contrast, hay usage has exhibited a positive trend, rising from 11.83% to 12.47%, reflecting increased recognition of hay as a dependable feed resource during dry seasons [ 4 , 49 ].

Analysis of Crack propagation by the superposition of dynamic and static loads Figs 8(a) and 8 (b) illustrate a decreasing trend in blast-induced crack length with increasing stress levels.

Consistent observations have been described in clinical registries and pharmacovigilance analyses of combined antithrombotic therapy, indicating an overall trend toward increased bleeding and cytopenic risks relative to single agent use [ 57 ].

At 36 weeks of age, rats in the MS-S-I ( P < 0.01) and MS-E-I ( P < 0.0001) groups showed a decreasing trend in systolic blood pressure.

The skeletal muscle of MS rats exhibited elevated PPARγ, GLUT4 and IRS-1 mRNA and protein expression after aerobic exercise As shown in Fig 2 , the expression level of PPARγ mRNA was significantly lower in the MS-S group than that in the SD-S group ( P < 0.05), and although PPARγ protein expression was not statistically different, it also showed an increasing trend, indicating that the high-fat and high-sugar diet contributed to the reduced expression of PPARγ in skeletal muscle of rats.

The frequency of inner retinal cysts showed a decreasing trend at 6 months postoperatively, but the difference was not statistically significant in this study.