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Evaluating the three-level approach of the U-smile method for imbalanced binary classification.

PLoS One · 2025 · PMC11984743 · PMID 40208902

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an increasing trendno p-value reported
The net I coefficients did not produce any apparent trends, except for an increasing trend in I 0 and a parabolic trend in I 1 for glucose (a non-informative categorical variable).

also in 63,971 other papers

a decreasing trendno p-value reported
This resulted in a decreasing trend of ΔF1-score for informative variables, starting from 10% of the event class.

also in 47,180 other papers

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.