Barely Significant
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DynamicSeq2SeqXGB for PM2.5 imputation in extremely sparse environmental monitoring networks.

PLoS One · 2025 · PMC12697988 · PMID 41379846

Europe PMCDOI
2
hedged sentences
0.0500
closest p · 1.0× alpha
0.0500
boldest claim

The sentences

did not reach statistical significancep > 0.05actually significant
Conversely, stations with high temporal variability (Std_PM25: r = −0.86) and reconstruction errors (Full_Compression_MAE: r = −0.859) showed reduced advantages for full compression, though these correlations did not reach statistical significance (p > 0.05).

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practically significantno p-value reported
Performance magnitude analysis demonstrated substantial and practically significant advantages across the network.

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