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• Although radiomics is potentially a promising method to analyze health image information, many issues must be thought to stay away from a reproducibility crisis.• There is certainly a translation gap in radiomics research, with several scientific studies becoming published but thus far small to no translation into medical practice.• In the years ahead, much more researches with greater quantities of evidence are needed, essentially also centering on prospective stud
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