Barely Significant

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highly significantp-value < 0.0010.0× alphaqualifiedgold
The Mann-Whitney test applied to compare the two groups produced a highly significant statistical difference (p-value < 0.001), suggesting that the proposed GO-evaluation framework is able to emphasize a significant improvement of performance of all the reliability indices in a network that is high quality and structurally resolved.
highly significantp < 0.0010.0× alphaqualifiedgold
These findings were statistically validated using ANOVA, which showed that the differences in removal efficiencies for COD (F = 45.72), TDS (F = 39.64), TSS (F = 52.18), and color (F = 41.83) across voltage levels were highly significant ( p < 0.001), confirming that higher voltages enhance the electrocoagulation treatment efficiency.
highly significantp < 0.0010.0× alphaqualifiedgold
For “education score”, there was a highly significant correlation with state EC ( p < 0.001, ρ = 0.27), and a marginally significant correlation with trait I-EC ( p = 0.01, ρ = 0.18) and age ( p = 0.04, ρ = 0.15) but no significant relationship with trait D-EC ( p > 0.36, ρ=-0.07).