Barely Significant
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Study of flexural strength of concrete containing mineral admixtures based on machine learning.

Sci Rep · 2023 · PMC10593936 · PMID 37872290

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an increasing trendno p-value reported
However, in marked contrast to w_b, the fluctuation of the SHAP value of FA_con at less than 40% content is not obvious, and even up to 20% shows an increasing trend.

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a negative trendno p-value reported
Moreover, as the SHAP value of w_b increases, w_b shows a negative trend of correlation with flexural strength.

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a positive trendno p-value reported
The effect of maintenance age on flexural strength is second only to the water-binder ratio, and it shows a positive trend.

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a clear trendno p-value reported
The remaining input parameters, compared to the above three input parameters, do not show a clear trend in the SHAP value global plot in relation to the flexural strength.

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Quoted from the open-access full text in Europe PMC under the licence the publisher applied. The sentence is reproduced exactly as published; the emphasis is ours.