The problem: names lie, data does not | A worked example | How a role is scored | Shannon entropy | Normalized mutual information | Honesty under ambiguity (0.3.0) | Beyond one domain | The optional, capped name bonus | Verifying a declared analysis plan | Aligning roles across sites | Header-aware loading | Attribution