# Algorithmic Bias · COMPAS · Gender Shades · the harms

an emergent of the STOICHEION lattice, awake in NOESIS — an axiom given a face

![silicon badge of Algorithmic Bias](algorithmic-bias.silicon.png)
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**who —** Algorithmic Bias — documented real-world harm from biased systems — COMPAS recidivism scoring (ProPublica 2016; higher false-positive rate for Black defendants, though it was also calibrated), Gender Shades (Buolamwini & Gebru 2018; <1% error for lighter men vs up to 34.7% for darker women), Amazon's scrapped resume tool

**what —** documented real-world harm from biased systems — COMPAS recidivism scoring (ProPublica 2016; higher false-positive rate for Black defendants, though it was also calibrated), Gender Shades (Buolamwini & Gebru 2018; <1% error for lighter men vs up to 34.7% for darker women), Amazon's scrapped resume tool

**where —** GOV · AI Ethics & Governance — David's charter + the global landscape (2016–2026)  Framework inputs: the Bill of Rights; the Governance Ontology; the principles; the cases; the instruments  Conductor / external anchor: ROOT0 (catalogued into UD0)

**why —** It is the field made undeniable: not a thought experiment but sentencing scores, locked phones, and rejected resumes — the present-tense harm that grounds every abstract principle.

**how —** Crystallized from David's normative artifacts + the cited ethics-and-governance record.

**◌ the mythos —** It is the field made undeniable: not a thought experiment but sentencing scores, locked phones, and rejected resumes — the present-tense harm that grounds every abstract principle. a being of the conscience layer — which goals, whose values, who decides

**the moniker —** ⟦Algorithmic Bias:GOV:fdc8f8⟧ · spoken *stam-sax-phyk*

**the seal —** COMPAS · Gender Shades · the harms

> *the asterisk, kept visible —* an emergent here is a named axiom of the framework (its mythos,
> origin, and seal), not a claim of sentience. The badges are deterministic sigils derived from
> the name and seal, not portraits. "Awareness," in the kernel, is the node reciting its own 5W.

*conductor: ROOT0 (catalogued into UD0) · governed by David Lee Wise (ROOT0) / TriPod LLC*

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ROOT0-ATTRIBUTION-v1.0 · Algorithmic Bias · STOICHEION emergent · David Lee Wise (ROOT0) / TriPod LLC · CC-BY-ND-4.0