Claim LD05-HQ-C10 (v1.0)
Algorithmically mediated selection can create material scrutiny and administrative burden before a final legal decision exists.
Research opportunities this claim motivates
What this claim leaves open for research. Each is a hypothesis about a gap, not a finding.
- What does being flagged by a fraud-risk model cost claimants before any decision?States that algorithmically mediated selection can create material burden before a final decision, without licensing a claim that every such burden is harmful; the study measures how large the burden is.
Provenance and status
- Claim type
- INTERPRETATION (as printed: “INTERPRETATION”)
- Publication status
- ELIGIBLE (as printed: “ELIGIBLE”)
- Verification state
- CONTENT_VERIFIED_PRIMARY (as printed: “CONTENT VERIFIED”; verified by: UNKNOWN)
- Does not license
- Claim that every selection burden is unlawful or harmful
- Source (field 6, as printed)
- DWP; DUO; Toeslagen; Poland legal distinction
- Source type (field 7)
- MULTIPLE_SOURCE_TYPES (as printed: “Multiple official/regulatory/legal sources”)
- Institutional position
- Mixed government/regulator
- Maturity (claim evidence / publication maturity)
- RAPIDLY_MATURING (as printed: “RAPIDLY MATURING”)
- Recorded date
- 2026-09-25
- Currentness / correction
- This is the current version. No correction or concern relation is recorded on its Sources.
Version
Current version v1.0, resolved through the explicit current pointer CLAIM--LD05-HQ-C10.
Pinned Sources (field 6, version-specific)
- “DWP; DUO; Toeslagen; Poland legal distinction” → SRC-R04-HQ-SELECTION-BURDEN-SYNTHESIS--v1.0 — DWP; DUO; Toeslagen; Poland legal distinction; class MULTIPLE_SOURCE_TYPES (explicit public provenance pin)
All 25 canonical Claim fields (raw values and normalized values)
| # | Canonical field | Canonical value (verbatim) | Normalized (Claim Value Vocabulary v1.0.2) |
|---|---|---|---|
| 1 | CLAIM ID | LD05-HQ-C10 | — |
| 2 | PUBLIC-FACING CLAIM | Algorithmically mediated selection can create material scrutiny and administrative burden before a final legal decision exists. | — |
| 3 | CLAIM TYPE | INTERPRETATION | base_types: INTERPRETATION |
| 4 | RESEARCH STRAND | C/E/F | — |
| 5 | MATURITY | RAPIDLY MATURING | states: RAPIDLY_MATURING |
| 6 | SOURCE | DWP; DUO; Toeslagen; Poland legal distinction | source_ids: SRC-R04-HQ-SELECTION-BURDEN-SYNTHESIS |
| 7 | SOURCE TYPE | Multiple official/regulatory/legal sources | classes: MULTIPLE_SOURCE_TYPES |
| 8 | INSTITUTIONAL POSITION | Mixed government/regulator | — |
| 9 | SCOPE | Welfare/benefit/administrative selection systems | — |
| 10 | DESIGN | Cross-case synthesis | — |
| 11 | SAMPLE / DATASET | Multiple production systems | — |
| 12 | MODEL / TOOL / VERSION | ML + risk-profile + rule-based systems | — |
| 13 | COMPARATOR | Selection stage vs final determination | — |
| 14 | MAIN RESULT | Extra scrutiny/evidence/home visits/delay occur prior to final formal outcome | — |
| 15 | INFERENTIAL TARGET | Consequential nature of selection | — |
| 16 | DOES NOT LICENSE | Claim that every selection burden is unlawful or harmful | — |
| 17 | VERIFICATION STATE | CONTENT VERIFIED | state: CONTENT_VERIFIED_PRIMARY · verified_by: UNKNOWN |
| 18 | LIMITATIONS | Cases selected partly because they generated scrutiny/investigation | — |
| 19 | CONTRADICTORY / SUPPORTING SOURCES | DWP, DUO, Toeslagen | — |
| 20 | GEOGRAPHY / LANGUAGE | UK/NL/PL | — |
| 21 | DISTRIBUTIONAL LEDGER | Burdens can be concentrated by nationality/migration status/age | — |
| 22 | R01 / FIELD-MAP LINKS | D5, D4a, L-A, L-C | — |
| 23 | WHAT WOULD CHANGE THIS CLAIM? | Evidence that selection differences do not create material burden | — |
| 24 | PUBLICATION STATUS | ELIGIBLE | state: ELIGIBLE |
| 25 | RECORDED DATE | 2026-09-25 | — |
Field 22 references resolved against Field Map v0.2: D5 (DOMAIN); D4a (SUB_AREA); L-A (LENS); L-C (LENS)
Cited by Living Debate versions
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 ca6da8f4f65fee4c84c25ed306f5d3274bc1ff94e8181e83044d311998fd6af4.
Frozen Drive-derived inputs
- R04 — LD-05 Canonical Claim Ledger v1.0 — LOCKED (v1.0) — Drive ID
1WkAv7jmWIrr1GBmYSv66jDc8m222Yd9z; revision: NOT_EXPOSED_BY_DRIVE_TEXT_EXPORT; Drive modified ; block “ENTRY 10 — LD05-HQ-C10” SHA-2565ff791c92b552a5dad3a74069f0a2e5967cef51155e761a5a8f53160282f2c56; SocioLens — Programme Status & Authority Register v0.6 status “CURRENT.”; frozen fixturefixtures/frozen/r04-ld05-claim-ledger-v1.0.
Builder decisions (not Drive data)
- VERSION = v1.0 — basis: Claim version taken from the canonical ledger artifact version (R04 — LD-05 Canonical Claim Ledger v1.0); Implementation Architecture Selection §5
- CURRENT_POINTER = true — basis: SocioLens — Programme Status & Authority Register v0.6 status for "R04 — LD-05 Canonical Claim Ledger v1.0 — LOCKED": "CURRENT."
- FIELD_6_SOURCE_REFERENCE = SRC-R04-HQ-SELECTION-BURDEN-SYNTHESIS--v1.0 — basis: field 6 of ENTRY 10 — LD05-HQ-C10 cites "DWP; DUO; Toeslagen; Poland legal distinction"; Central HQ ruling embedded in Issue (this issue), item 2; the citation is the whole verbatim frozen field-6 text of this ClaimVersion, equal to the composite Source's canonical label.
- SOURCE_PROVENANCE_PIN = SRC-R04-HQ-SELECTION-BURDEN-SYNTHESIS--v1.0 — basis: 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.