Stapleton et al., “Extended Analysis of ‘How Child Welfare Workers Reduce Racial Disparities in Algorithmic Decisions’,” arXiv:2204.13872

Source SRC-LD05-STAPLETON-ET-AL-2022

Open the original (arXiv; link checked 2026-10-12)

Type of source: Preprint
Institutional position: Independent academic

Version

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Corrections and related sources

Each relation is recorded directly between two sources; none is inferred through a third.

Corrects: Cheng et al., “How Child Welfare Workers Reduce Racial Disparities in Algorithmic Decisions,” CHI 2022 SRC-LD05-CHENG-ET-AL-CHI-2022

Claims that cite this source

Human override has no fixed fairness direction: it can reduce or amplify… Claim LD05-HQ-C02 (v1.0)
Allegheny supervisors screened out 21.0% of children marked as mandatory… Claim LD05-HQ-C04 (v1.0)
In Allegheny County, the authors’ corrected analysis supports the conclusion… Claim LD05-HQ-C04 (v1.1)

Raw record: coded values of this source record

Source class (bibliographic): PREPRINT
Source-level roles: none
Visibility: PUBLIC_REFERENCE
Registry section: none
Registry “Linked claim” (logical Claim identity; never a pinned version): LD05-HQ-C02, LD05-HQ-C04
Cited in field 6 of: LD05-HQ-C02--v1.0, LD05-HQ-C04--v1.0, LD05-HQ-C04--v1.1
Source ↔ Source relations: CORRECTS SRC-LD05-CHENG-ET-AL-CHI-2022

Research-of-record provenance

Materialized by sociolens-materializer 0.6.0 at 2026-09-28T20:00:00.000Z; normalization contract SocioLens — Claim Value Vocabulary v1.0.2 — Pre-Spike Materialization Contract (v1.0.2). Content seal SHA-256 89b915e3578f689ab85a0e29cd4d840dfc6b9c56dac34bea7e9570e1a4fabfc0.

Frozen Drive-derived inputs

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Repository-authored inputs (not Drive exports)

SocioLens claim revision — LD05-HQ-C04 v1.1 (v1.1) — written in the SocioLens repository by Project Lead (Claude, AI) on 2026-10-21; no Drive identity exists. Authority: AGENTS.md "Authority" (the Project Lead decides research content within the research-integrity rules) and docs/PROJECT.md "Research revisions" (a published claim changes only through a new version that states what changed and why). Block “ENTRY 04 — LD05-HQ-C04” SHA-256 e80c4bfcb6b82f8eb10c91f451d3386e9adb7d5afea7ae604249b52c10143a0f; fixture fixtures/authored/claim-revisions/LD05-HQ-C04--v1.1.

Builder decisions (not Drive data)

VERSION = v1.0 — basis: First SocioLens materialized record for this Source identity; no predecessor record exists (Publication System Amendment v1.2 §4; ruling-backed production identity materialized under Issue #37). SocioLens Source-record version, not the external source's edition, revision or version of record.
CURRENT_POINTER = true — basis: Publication System Amendment v1.2 §4: the sole SocioLens record version for this Source identity; the materialization manifest explicitly designates SRC-LD05-STAPLETON-ET-AL-2022--v1.0 current.
VISIBILITY = PUBLIC_REFERENCE — basis: Explicit public provenance selection by LD05-HQ-C02--v1.0 (Issue #5 proof rendering (Architecture Proof Protocol v0.1 AP-08 / Amendment v1.2 §6): explicit version-pinned public provenance of this ClaimVersion — the pinned field-6 Source record.); LD05-HQ-C04--v1.0 (Issue #5 proof rendering (Architecture Proof Protocol v0.1 AP-08 / Amendment v1.2 §6): explicit version-pinned public provenance of this ClaimVersion — the pinned field-6 Source record.); LD05-HQ-C04--v1.1 (explicit version-pinned public provenance of this ClaimVersion (Amendment v1.2 §6): the pinned field-6 Source record "Stapleton et al., corrected analysis arXiv:2204.13872".) (Amendment v1.2 §4, §6).