Doge

4 articles

What Billing Patterns Actually Look Like - Too Early To Say

An evidence-labeled guide to Medicaid billing features, label contamination, proxy bias, and article-reported provider comparisons under reconciliation.

Feb 2026 · Methodology

What 238 Million Medicaid Billing Rows Can Support - Too Early To Say

The HHS Medicaid provider-spending artifact has 238,015,729 rows and seven columns. A guide to valid uses, suppression, and missing context.

Feb 2026 · Methodology

Can a Classifier Find What Investigators Miss? - Too Early To Say

An evidence-labeled guide to temporal validation, interpretable baselines, and article-reported Medicaid fraud-classifier metrics under reconciliation.

Feb 2026 · Methodology

The Label That Isn't: Why "Excluded" Doesn't Mean "Fraudulent" - Too Early To Say

An article-reported audit of LEIE exclusions and why the federal list is a contaminated fraud label; the 40% category share is not publicly reproduced.

Feb 2026 · Methodology