Transparent, local-first extraction-validation toolkit for clinical registry data: deterministic checks of whether independent evidence supports an extracted value. Produces validation evidence for human review — Stage 0, not clinically validated.
Reproducible oncology clinical data-management portfolio using public and synthetic data: data quality, SQLite/SQL, survival analysis, Excel reporting and Streamlit.
Privacy-by-design health-informatics prototype for transforming synthetic hematology data into a standardized, quality-scored registry.
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