Claim LD10-HQ-C19 (v1.0)
Across 27 markets in DNR 2026, 4% of all respondents said they always/often click through from AI chatbot news answers; among chatbot-news users, the corresponding rate was about 42%.
Provenance and status
- Claim type
- Estimate
- Publication status
- Eligible for publication, with qualifiers: denominator visible
- Verification state
- Checked against the primary source; its denominator was reconciled (recorded as “CONTENT VERIFIED / DENOMINATOR RECONCILED”). Who checked this claim is not recorded for it; claim checks so far were AI-led, and no person has checked claims against their sources.
- Does not license
- Contradiction between 4% and 42%, or observed click logs
- Limitations
- Self-report; different user-base sizes
- Source (as cited)
- Reuters Institute DNR 2026 chapter + executive summary
- Source type
- Survey (recorded as “Cross-national survey”)
- Institutional position
- Independent academic research institute
- Maturity of the evidence
- Rapidly maturing evidence
- Recorded date
- 25 September 2026
- Currentness / correction
- This is the current version. No correction or concern is recorded on its sources.
Sources this version cites
Version
This page shows version v1.0. Its record never changes, even when newer evidence arrives; the site may add a note to the page or withhold a figure not cleared for public use.
This pinned version is also the current version.
Raw record: every recorded field, with its coded values
All 25 canonical Claim fields, verbatim, with the coded values derived from them. The plain-language labels above are read from these.
- Claim type (coded)
- ESTIMATE (as printed: “ESTIMATE”)
- Publication status (coded)
- ELIGIBLE (DENOMINATOR_VISIBLE) (as printed: “ELIGIBLE WITH DENOMINATOR VISIBLE”)
- Verification state (coded)
- CONTENT_VERIFIED_PRIMARY (DENOMINATOR_RECONCILED)
- Source type (coded)
- SURVEY
- Maturity (coded)
- RAPIDLY_MATURING
| # | Canonical field | Canonical value (verbatim) | Normalized (Claim Value Vocabulary v1.0.2) |
|---|---|---|---|
| 1 | CLAIM ID | LD10-HQ-C19 | — |
| 2 | PUBLIC-FACING CLAIM | Across 27 markets in DNR 2026, 4% of all respondents said they always/often click through from AI chatbot news answers; among chatbot-news users, the corresponding rate was about 42%. | — |
| 3 | CLAIM TYPE | ESTIMATE | base_types: ESTIMATE |
| 4 | RESEARCH STRAND | G — Referral behaviour | — |
| 5 | MATURITY | RAPIDLY MATURING | states: RAPIDLY_MATURING |
| 6 | SOURCE | Reuters Institute DNR 2026 chapter + executive summary | source_ids: SRC-LD10-REUTERS-DNR-2026-CHAPTER-EXEC-SUMMARY |
| 7 | SOURCE TYPE | Cross-national survey | classes: SURVEY |
| 8 | INSTITUTIONAL POSITION | Independent academic research institute | — |
| 9 | SCOPE | 27-market click-through module | — |
| 10 | DESIGN | Survey self-report | — |
| 11 | SAMPLE / DATASET | Full sample plus chatbot-news-user subgroup | — |
| 12 | MODEL / TOOL / VERSION | Standalone AI chatbots | — |
| 13 | COMPARATOR | Search and social media | — |
| 14 | MAIN RESULT | 4% full-sample AI click-through vs 19% search/17% social; ~42% among AI-news users | — |
| 15 | INFERENTIAL TARGET | Denominator-sensitive referral propensity | — |
| 16 | DOES NOT LICENSE | Contradiction between 4% and 42%, or observed click logs | — |
| 17 | VERIFICATION STATE | CONTENT VERIFIED / DENOMINATOR RECONCILED | state: CONTENT_VERIFIED_PRIMARY · qualifiers: DENOMINATOR_RECONCILED · verified_by: UNKNOWN |
| 18 | LIMITATIONS | Self-report; different user-base sizes | — |
| 19 | CONTRADICTORY / SUPPORTING SOURCES | Population denominator explains apparent discrepancy | — |
| 20 | GEOGRAPHY / LANGUAGE | 27 markets / multilingual | — |
| 21 | DISTRIBUTIONAL LEDGER | AI users who click are relatively motivated by verification/source curiosity | — |
| 22 | R01 / FIELD-MAP LINKS | D7, R-1, R-2 | — |
| 23 | WHAT WOULD CHANGE THIS CLAIM? | Behavioural trace across markets | — |
| 24 | PUBLICATION STATUS | ELIGIBLE WITH DENOMINATOR VISIBLE | state: ELIGIBLE · qualifiers: DENOMINATOR_VISIBLE |
| 25 | RECORDED DATE | 2026-09-25 | — |
Field 22 references resolved against Field Map v0.2: D7 (DOMAIN); R-1 (LENS); R-2 (LENS)
The sources as recorded, with their record IDs and coded source types:
Pinned Sources (field 6, version-specific)
- “Reuters Institute DNR 2026 chapter + executive summary” → Reuters Institute DNR 2026 chapter + executive summary (SRC-LD10-REUTERS-DNR-2026-CHAPTER-EXEC-SUMMARY--v1.0) — Reuters Institute DNR 2026 chapter + executive summary; class SURVEY (explicit public provenance pin)
Cited by Living Debate versions
Cite this page
SocioLens project. (2026, September 25). Across 27 markets in DNR 2026, 4% of all respondents said they always/often click through from AI chatbot news answers; among chatbot-news users, the corresponding rate was about 42% [Claim LD10-HQ-C19, version v1.0]. SocioLens. https://sociolens-web.pages.dev/claims/ld10-hq-c19/v1.0/
@misc{sociolens_ld10_hq_c19_v1_0,
author = {{SocioLens project}},
title = {Across 27 markets in DNR 2026, 4\% of all respondents said they always/often click through from AI chatbot news answers; among chatbot-news users, the corresponding rate was about 42\%.},
year = {2026},
date = {2026-09-25},
howpublished = {\url{https://sociolens-web.pages.dev/claims/ld10-hq-c19/v1.0/}},
note = {Claim LD10-HQ-C19, version v1.0}
}The link points to this version, whose record never changes. For a finding, cite the original study as well: SocioLens summarizes research and does not replace it.
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 05e1f09855f761ba1b154e638ef48dfe32c876209ebf9e0cfb2e8dbce3bdd09e.
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 19 — LD10-HQ-C19 ” SHA-256fb3d53b006738c0de8ec0fdc7702c7d04fca3461d2ba802623341926082cf80e; SocioLens — Programme Status & Authority Register v0.6 status “CURRENT.”; frozen fixturefixtures/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-REUTERS-DNR-2026-CHAPTER-EXEC-SUMMARY--v1.0 — basis: field 6 of ENTRY 19 — LD10-HQ-C19 cites "Reuters Institute DNR 2026 chapter + executive summary"; 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 S13): R07 Batch 02 lines 159, 161, 174; ledger C19 fields 6/7/8.
- SOURCE_PROVENANCE_PIN = SRC-LD10-REUTERS-DNR-2026-CHAPTER-EXEC-SUMMARY--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 "Reuters Institute DNR 2026 chapter + executive summary"; Drive-derived identity authority (Issue #53 Source inventory, factory-hq decision HQ-ESC-sociolens-ld10-t5-20261011T050405Z-01 ruling 3 inventory S13): R07 Batch 02 lines 159, 161, 174; ledger C19 fields 6/7/8.