Quality and accuracy of radiomics models in predicting KRAS status in lung cancer: a systematic review and meta-analysis.

Front Oncol · 2025 · PMC12827150 · PMID 41584578

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a positive trendno p-value reported

Meanwhile, most radiomics studies demonstrate a high degree of methodological consistency, reflecting the gradual maturation of the field and a positive trend towards standardization ( 41 , 42 ).

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an increasing trendno p-value reported

The research time span extended from January 2014 to June 2025, with the number of published articles showing an increasing trend year by year, reaching a peak between 2023 and 2025 (10 studies).

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