Where: explainers/unsupervised-learning.md - ## Concrete Example: Benefits Denial - Audit 04.
The gap: Benefits Denial is numbered "Audit 04" here, but every other reference in this repo numbers it "Audit 05" (Insurance Denial is Audit 04).
Repro:
$ grep -n "^### 0" README.md
### 01 · COMPAS - Criminal Justice Bias
### 02 · AI Fair Recruitment - Hiring Bias
### 03 · German Credit Lending - Lending Bias
### 04 · Insurance Denial - Healthcare Bias
### 05 · Benefits Denial - Welfare Eligibility Bias
### 06 · Healthcare Readmission - Clinical Bias
### 07 · Tenant Screening - Rental Application Bias
$ grep -rn "Benefits Denial - Audit\|Insurance Denial.*Audit" explainers/*.md llms-full.txt
explainers/intersectional-bias.md: ... Benefits Denial - Audit 05 ...
explainers/protected-attribute.md: ... Benefits Denial - Audit 05 ...
explainers/underdiagnosis-bias.md: ... Insurance Denial - Audit 04 ...
explainers/unsupervised-learning.md: ... Benefits Denial - Audit 04 ... <- the only mismatch
README.md's own numbered list and every other explainer referencing either audit agree: Insurance Denial = 04, Benefits Denial = 05. unsupervised-learning.md is the sole outlier.
Why it matters: a reader cross-referencing audit numbers across explainers (several of which use this exact "Audit NN" convention as a stable identifier) gets Insurance Denial and Benefits Denial confused specifically because of this one file.
Suggested fix: change "Audit 04" to "Audit 05" in unsupervised-learning.md's heading.
Where:
explainers/unsupervised-learning.md-## Concrete Example: Benefits Denial - Audit 04.The gap: Benefits Denial is numbered "Audit 04" here, but every other reference in this repo numbers it "Audit 05" (Insurance Denial is Audit 04).
Repro:
README.md's own numbered list and every other explainer referencing either audit agree: Insurance Denial = 04, Benefits Denial = 05.
unsupervised-learning.mdis the sole outlier.Why it matters: a reader cross-referencing audit numbers across explainers (several of which use this exact "Audit NN" convention as a stable identifier) gets Insurance Denial and Benefits Denial confused specifically because of this one file.
Suggested fix: change "Audit 04" to "Audit 05" in
unsupervised-learning.md's heading.