Same-Patient, Same–Time Point Evidence for Radiomics Benchmarking - Takeaways - MDSpire
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Concurrent Patient Evidence for Benchmarking in Radiomics

  • By

  • Wenze Kan

  • Haoliang Pei

  • Mingxin Zhang

  • October 6, 2026

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  • 1

    Jiang et al conducted a systematic review and meta-analysis on radiomics-based AI for predicting pathological response in non-small cell lung cancer.

  • 2

    The study found that while pooled discrimination is encouraging, its clinical applicability is limited due to the study population's specific criteria.

  • 3

    AI sensitivity was higher than conventional criteria, but specificity was lower, indicating a trade-off in diagnostic accuracy.

  • 4

    The meta-analysis excluded patients who could not undergo surgery, limiting its relevance to early treatment redirection.

  • 5

    Future studies should compare AI with conventional methods in identical patients to evaluate the potential improvement in decision-making.

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