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Claim LD10-HQ-C05 (v1.0)

Parallel 2025 experiments in Canada and Poland found larger candidate-preference shifts than the U.S. study, around 10 points on the study's 0–100 scale in preregistered specifications.

Provenance and status

Claim type
ESTIMATE (as printed: “ESTIMATE”)
Publication status
ELIGIBLE (QUALIFIED) (as printed: “ELIGIBLE WITH QUALIFIER”)
Verification state
CONTENT_VERIFIED_PRIMARY (PRIMARY_SI) (as printed: “CONTENT VERIFIED FROM PRIMARY SI”; verified by: UNKNOWN)
Does not license
10% of voters switched, election-result effects, or general global magnitude
Source (field 6, as printed)
Lin et al., Nature 2025 + Supplementary Information
Source type (field 7)
PEER_REVIEWED_JOURNAL_ARTICLE (as printed: “Peer-reviewed article”)
Institutional position
Independent academic
Maturity (claim evidence / publication maturity)
EMERGING (as printed: “EMERGING”)
Recorded date
2026-09-25
Currentness / correction
This is the current version. No correction or concern relation is recorded on its Sources.

Version

Pinned version v1.0 (entry LD10-HQ-C05--v1.0) — this page never floats to newer evidence.

This pinned version is also the current version.

Versions:v1.0 · current

Pinned Sources (field 6, version-specific)

Read the originals

All 25 canonical Claim fields (raw values and normalized values)
#Canonical fieldCanonical value (verbatim)Normalized (Claim Value Vocabulary v1.0.2)
1CLAIM IDLD10-HQ-C05—
2PUBLIC-FACING CLAIMParallel 2025 experiments in Canada and Poland found larger candidate-preference shifts than the U.S. study, around 10 points on the study's 0–100 scale in preregistered specifications.—
3CLAIM TYPEESTIMATEbase_types: ESTIMATE
4RESEARCH STRANDA — Controlled persuasion—
5MATURITYEMERGINGstates: EMERGING
6SOURCELin et al., Nature 2025 + Supplementary Informationsource_ids: SRC-LD10-LIN-NATURE-2025-AND-SI
7SOURCE TYPEPeer-reviewed articleclasses: PEER_REVIEWED_JOURNAL_ARTICLE
8INSTITUTIONAL POSITIONIndependent academic—
9SCOPECanada and Poland; 2025 election contexts—
10DESIGNPreregistered RCTs—
11SAMPLE / DATASETAbout 1,500 Canada; about 2,100 Poland—
12MODEL / TOOL / VERSIONGPT / DeepSeek / Llama variants documented in SI—
13COMPARATORExperimental treatment arms—
14MAIN RESULTCanada 10.049 [7.524,12.574]; Poland 9.939 [6.675,13.203]—
15INFERENTIAL TARGETCross-national heterogeneity in immediate attitude effects—
16DOES NOT LICENSE10% of voters switched, election-result effects, or general global magnitude—
17VERIFICATION STATECONTENT VERIFIED FROM PRIMARY SIstate: CONTENT_VERIFIED_PRIMARY · qualifiers: PRIMARY_SI · verified_by: UNKNOWN
18LIMITATIONSContext, polarization and model mix differ across countries—
19CONTRADICTORY / SUPPORTING SOURCESU.S. effect smaller in same study family—
20GEOGRAPHY / LANGUAGECanada / Poland / multilingual contexts—
21DISTRIBUTIONAL LEDGERCross-national heterogeneity is substantial; subgroup incidence not fully adjudicated—
22R01 / FIELD-MAP LINKSD7, L-B, R-1—
23WHAT WOULD CHANGE THIS CLAIM?Replications across additional elections/settings—
24PUBLICATION STATUSELIGIBLE WITH QUALIFIERstate: ELIGIBLE · qualifiers: QUALIFIED
25RECORDED DATE2026-09-25—

Field 22 references resolved against Field Map v0.2: D7 (DOMAIN); L-B (LENS); R-1 (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 e5543cb5b69121850414d9fafcf4bc26d9a8aa45478dc5564ab6f5999476a893.

Frozen Drive-derived inputs

  • R07 — LD-10 Canonical Claim Ledger v1.0 — LOCKED (v1.0) — Drive ID 1f9tgGnqv80_UyhW0kCgcnTgWNPlx-DYM; revision: NOT_EXPOSED_BY_DRIVE_TEXT_EXPORT; Drive modified ; block “ENTRY 05 — LD10-HQ-C05 ” SHA-256 929dfaf8aec5ee0c2b0bdcede6cd5d51d6d4befc8fd657457f815fa4235f2941; SocioLens — Programme Status & Authority Register v0.6 status “CURRENT.”; frozen fixture fixtures/frozen/r07-ld10-claim-ledger-v1.0-canonical.

Builder decisions (not Drive data)

  • VERSION = v1.0 — basis: Claim version taken from the canonical ledger artifact version (R07 — LD-10 Canonical Claim Ledger v1.0); Implementation Architecture Selection §5 logical_id/version convention.
  • CURRENT_POINTER = true — basis: SocioLens — Programme Status & Authority Register v0.6 status for "R07 — LD-10 Canonical Claim Ledger v1.0 — LOCKED": "CURRENT."
  • FIELD_6_SOURCE_REFERENCE = SRC-LD10-LIN-NATURE-2025-AND-SI--v1.0 — basis: field 6 of ENTRY 05 — LD10-HQ-C05 cites "Lin et al., Nature 2025 + Supplementary Information"; the frozen field-6 segment of this ClaimVersion's ledger block (fixtures/frozen/r07-ld10-claim-ledger-v1.0-canonical); Drive-derived identity authority (Issue #53 Source inventory, factory-hq decision HQ-ESC-sociolens-ld10-t5-20261011T050405Z-01 ruling 3 inventory S3): R07 Batch 01 lines 71, 73; ledger C05 fields 6/7/8; KEY EVIDENCE line 928 of the locked LD-10 Living Debate.
  • SOURCE_PROVENANCE_PIN = SRC-LD10-LIN-NATURE-2025-AND-SI--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 "Lin et al., Nature 2025 + Supplementary Information"; Drive-derived identity authority (Issue #53 Source inventory, factory-hq decision HQ-ESC-sociolens-ld10-t5-20261011T050405Z-01 ruling 3 inventory S3): R07 Batch 01 lines 71, 73; ledger C05 fields 6/7/8; KEY EVIDENCE line 928 of the locked LD-10 Living Debate.