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Fairshift Lab v0.1.0

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@lindgreendavid lindgreendavid released this 12 Aug 09:41
· 18 commits to main since this release

Reproducible baseline

This initial research release establishes a transparent laboratory for evaluating model performance and group-fairness measurements under controlled covariate, concept, and protected-group prevalence shifts.

Included

  • documented structural synthetic generator
  • inspectable logistic-regression baseline
  • accuracy, AUROC, demographic parity, equal opportunity, and equalized odds metrics
  • deterministic JSON experiment CLI
  • research protocol, methodology, Data Card, Model Card, ADR, and citation metadata
  • 24 tests with 100% statement and branch coverage
  • linting, strict typing, package build, CI, CodeQL, and Dependabot

Responsible-use boundary

This release is for research scaffolding and education. It is not suitable for decisions about people, legal-compliance certification, or claims about real demographic groups.