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Agenda for Meeting 4

Differential Fairness Toolkit Project – Meeting #2 Date: 4th December 2025, 10.30am Time: Online Participants: All four group members


1. Welcome and purpose of meeting

  • To review reading and research undertaken since the previous meeting.

2. Discussion Items

2.1 Review of intersectional fairness paper

  • Each member summarises key findings.
  • Clarify any difficult concepts (please!!)
  • Discuss how the paper can shape the package.

2.2 Package Structure Ideas

  • Proposals for:

  • Module layout (e.g., metrics/, preprocessing/, visualisation/)

  • API design (simple functions vs. class-based)
  • Example datasets and workflows
  • How to make it intuitive for other health data scientists

2.3 Scoping the first version (v0.1)

  • Minimum viable features
  • What is feasible by 9th January?
  • Stretch goals (optional)

2.4 Work Division

  • Assign roles, e.g.:

  • Metric computation

  • Data loaders & preprocessing
  • Visualisation tools
  • Documentation & examples
  • Testing and package installation

2.5 Project Timeline

  • Weekly tasks
  • Checkpoints
  • Integration plan
  • GitHub branching strategy

3. Actions for Next Week

(To be completed during the meeting)


4. Any Other Business


5. Date of Next Meeting