v1.1.0 — Healthcare Readmission Audit + 4 Explainers
Fair Code's second tagged release. Adds the sixth bias audit — clinical AI — plus four new explainers covering foundational AI concepts.
What's included
1 bias audit
Healthcare Readmission (Diabetes 130-US Hospitals, 101,766 records) — Race: 25% reduction, Age: 68% reduction, Gender: +100% ↑ (gap worsened — proxy removal backfired. Payer code was suppressing the gender signal while also encoding it. Remove it, and the suppression disappears. This is proxy entanglement — and pre-processing mitigation can't fix it. That's a future audit.)
4 explainers
What Happens Inside a Neural Network
Why AI Hallucinates
What Is Reinforcement Learning
What Is Proxy Entanglement
6 Jupyter notebooks — full walkthrough of every audit with visualisations and proxy detection
Live website — fair-code-five.vercel.app
CI pipeline — all audit scripts run automatically on every push and PR
What's Changed
- Update matplotlib requirement from >=3.10.8 to >=3.10.9 by @dependabot[bot] in #37
- Update pandas requirement from >=3.0.2 to >=3.0.3 by @dependabot[bot] in #38
- Update numpy requirement from >=2.4.4 to >=2.4.6 by @dependabot[bot] in #39
- Update scikit-learn requirement from >=1.8.0 to >=1.9.0 by @dependabot[bot] in #41
- Refactor dataset structure in README.md by @yakew7 in #42
- Explainer: Why AI Hallucinates Added by @Shreyash0712 in #43
- Update README with new document and formatting changes by @yakew7 in #44
- Update CHANGELOG.md for version 1.1.0 by @yakew7 in #45
- Fix: First Interaction Trigger Change, Audits Workflow Enhancement and Version Upgrade by @Shreyash0712 in #46
- Delete .github/workflows/update-changelog.yml by @yakew7 in #47
- Create reinforcement-learning.md by @evanjain-dot in #48
- Create explainer for Proxy Entanglement by @yakew7 in #49
- Add proxy-entanglement.md to contributing guidelines by @yakew7 in #50
New Contributors
- @dependabot[bot] made their first contribution in #37
- @yakew7 made their first contribution in #42
- @Shreyash0712 made their first contribution in #43
Full Changelog: v1.0.0...v1.1.0
