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clinical-data-science

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Unsupervised learning for patient phenotype discovery in critical care hypotension cohort. Applied clustering algorithms on 5,000+ ICU patients to identify distinct subgroups with significantly different mortality rates and length of stay outcomes.

  • Updated Dec 29, 2025
  • Jupyter Notebook

Comprehensive collection of 8 clinical data science and health analytics projects focusing on disease prediction, risk stratification, and treatment pattern analysis using advanced machine learning algorithms and statistical modeling. Portfolio: https://nana-safo-duker.github.io/

  • Updated Nov 14, 2025
  • Jupyter Notebook

EHR-based observational survival analysis of RAAS inhibitor exposure and in-hospital outcomes in ICU patients with COPD using MIMIC-IV.

  • Updated Jan 8, 2026
  • Jupyter Notebook

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