Key result
CMA-Net processes standardized 2D fetal heart rate and uterine contraction signals from CTG traces.
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Zhou et al. (2026) studied Fetal monitoring (Cardiotocography) (n=3,036). CMA-Net (Cross-Scale Mamba Network) vs. 1D sequence models / Generic 2D visual architectures was evaluated. CMA-Net was developed to process standardized 2D spatial representations of fetal heart rate and uterine contraction signals from 3,036 clinically annotated CTG traces.
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