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preterm-birth

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This repo showcases the development of an early warning timeseries model that predicts the onset of sepsis "acute infection" in pre-term newborns. The model serves premature infants hospitalized in the Neonatal Intensive Care Unit (NICU), in the Wilhelmina Kinderziekenhuis (WKZ) hospital in Utrecht, Netherlands.

  • Updated Jul 9, 2022
  • Jupyter Notebook

I am exploring preterm birth physiology. Using Electrohysterograph signals from PhysioNet (DOI: https://doi.org/10.13026/zw34-n382), I analyze data with wavelet scattering to extract features for training machine learning models. Outcomes include insights, datasets, and models for further studies and clinical solutions.

  • Updated Dec 21, 2024
  • Jupyter Notebook

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