ArticleFrontiers in medicine2026
Early risk stratification of adverse progression in pediatric
Article in Frontiers in medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Abstract
Objective: This study sought to establish and externally validate an interpretable CT-based radiomics framework for early prediction of adverse disease progression in children with Methods: In this multicenter retrospective study, 419 children with MPP from three hospitals were assigned to training ( Results: Among the 419 included children, 70 developed adverse progression. In the training cohort, D-dimer, white blood cell count, systemic immune-inflammation index, lobar atelectasis, and number of involved lung lobes were significantly associated with progression (all Conclusion: An integrated model incorporating inflammatory indices, CT findings, and radiomics features showed promise for early risk stratification for adverse progression in pediatric MPP.
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