Barely Significant

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highly significantqualifiedgold
Because this highly significant PPI enrichment p-value confirmed that the network connectivity was not arbitrary but statistically meaningful, the top 50 genes with the highest degree of connectivity were defined as hub genes (Fig. 2 D) and selected for subsequent prognostic modeling.These 50 hubs were furthered to undergo both univariate and multivariate Cox proportional hazards regressions to filter independent prognostic variables.
In terms of potential reliance on simpler strategies, only one strategy (DMO) showed an almost significant effect on the general probability of correctly solving the tasks: individuals tended to choose the option manipulated by the experimenter in the COMB task and avoid it in the DISS task.
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.