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Open access Sep 2026

Development and validation of an automatic machine learning-based myocardial contusion prediction model in rib fracture patients: a retrospective multicenter cohort study

Objective This study aims to construct an automatic machine learning-based prediction model to accurately identify the risk of myocardial contusion in traumatic rib fracture patients, addressing the core limitations of insufficient sensitivity in traditional diagnostic methods and difficulties in clinical translation o...

Yan Yang, Ping Liu, Ni Jia et al. · 0 citations
Open access Sep 2026

TFPI-high myofibroblast states and a meta-program-related five-gene prognostic signature in breast cancer.

These findings identify a hypothesis-generating five-gene bulk-tissue prognostic signature and an expression-associated TFPI-high myofibroblast state but do not establish a discrete lineage, the cellular source of bulk TFPI, a TFPI-dependent mechanism, or clinical utility.

Yu Huang, Xian-Min Wu, Xiang-Nan Li et al. · 0 citations

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