~/talk

Object-Oriented Oncology: Making Sense of Complex Patient Journeys

Talkat PyCon AU 2025 · 2025-09-12..09-16· [python]
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Claims a concrete implementation: a Python ORM that maps OMOP plus the oncology extension into rich CancerPatient/CancerDiagnosis objects and exposes episodes and modifiers so clinical timelines, regimens and cycles are first‑class. ETL becomes reproducible and testable, visualisations pull nested episode events in one call, and a beta library exists. Performance needs matter — currently replacing six‑monthly manual reports with weekly updates is realistic but requires materialised views and optimisation.

AI-written summary · about

  1. 0:00Object-Oriented Oncology intro
  2. 1:25Three healthcare research stories
  3. 5:18Open science communities
  4. 7:01Federated networks with data models
  5. 10:53Oncology data complexity challenges
  6. 13:03General vs oncology-specific models
  7. 15:59Research translation into care
  8. 18:04Python objects and ORM
  9. 23:20Clinical data visualization
  10. 24:03Q&A
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