A GNN-based approach for accurate trade balance forecasting and interpretable analysis.

PLoS One · 2026 · PMC13127960 · PMID 42054384

Europe PMC DOI

hedged sentence

0.0000

closest p · 0.0× alpha

0.0000

boldest claim

The sentences

highly significantp = 1 × 10 − 6actually significant

In contrast, the proposed GNN model shows a highly significant result, achieving a W-statistic of 0.0000 with an extremely small p-value ( p = 1 × 10 − 6 ).

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