Claim LD08-SL-C10 (v1.0)
Among AI papers in an arXiv corpus of 1.84 million articles (1986 to August 2020), AI research involving the private sector was less thematically diverse and more highly cited than academic AI research, and private-sector research tended to specialise in data- and compute-intensive deep learning at the expense of research on the societal and ethical implications of AI.
Provenance and status
- Claim type
- ESTIMATE (as printed: “ESTIMATE”)
- Publication status
- ELIGIBLE (PREPRINT) (as printed: “ELIGIBLE WITH PREPRINT QUALIFIER”)
- Verification state
- CONTENT_VERIFIED_PRIMARY (PREPRINT) (as printed: “CONTENT VERIFIED PREPRINT”; verified by: UNKNOWN)
- Does not license
- A claim that firms do no research on AI’s social effects, that firms caused the narrowing, or about research published outside arXiv
- Source (field 6, as printed)
- Klinger, Mateos-Garcia & Stathoulopoulos, “A narrowing of AI research?”, arXiv:2009.10385, 2022
- Source type (field 7)
- PREPRINT (as printed: “Preprint”)
- Institutional position
- UK innovation foundation (Nesta) and a London company (Util)
- Maturity (claim evidence / publication maturity)
- EMERGING (as printed: “EMERGING”)
- Recorded date
- 2026-10-16
- Currentness / correction
- This is the current version. No correction or concern relation is recorded on its Sources.
Version
Pinned version v1.0 (entry LD08-SL-C10--v1.0) — this page never floats to newer evidence.
This pinned version is also the current version.
Pinned Sources (field 6, version-specific)
- “Klinger, Mateos-Garcia & Stathoulopoulos, “A narrowing of AI research?”, arXiv:2009.10385, 2022” → SRC-SL-KLINGER-ET-AL-ARXIV-2009-10385--v1.0 — Klinger, Mateos-Garcia & Stathoulopoulos, “A narrowing of AI research?”, arXiv:2009.10385, 2022; class PREPRINT (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 | LD08-SL-C10 | — |
| 2 | PUBLIC-FACING CLAIM | Among AI papers in an arXiv corpus of 1.84 million articles (1986 to August 2020), AI research involving the private sector was less thematically diverse and more highly cited than academic AI research, and private-sector research tended to specialise in data- and compute-intensive deep learning at the expense of research on the societal and ethical implications of AI. | — |
| 3 | CLAIM TYPE | ESTIMATE | base_types: ESTIMATE |
| 4 | RESEARCH STRAND | A — Who produces knowledge about AI | — |
| 5 | MATURITY | EMERGING | states: EMERGING |
| 6 | SOURCE | Klinger, Mateos-Garcia & Stathoulopoulos, “A narrowing of AI research?”, arXiv:2009.10385, 2022 | source_ids: SRC-SL-KLINGER-ET-AL-ARXIV-2009-10385 |
| 7 | SOURCE TYPE | Preprint | classes: PREPRINT |
| 8 | INSTITUTIONAL POSITION | UK innovation foundation (Nesta) and a London company (Util) | — |
| 9 | SCOPE | arXiv articles, 1986–2020 | — |
| 10 | DESIGN | Topic modelling and diversity metrics; comparison by organization type | — |
| 11 | SAMPLE / DATASET | AI papers identified in an arXiv corpus of 1.84 million articles; 57,924 papers in the citation analysis | — |
| 12 | MODEL / TOOL / VERSION | Not applicable | — |
| 13 | COMPARATOR | Academic AI research | — |
| 14 | MAIN RESULT | Thematic diversity of AI research stagnated; private-sector research less diverse and more cited, controlling for topic, team size and year; private-sector specialisation in deep learning at the expense of research on societal and ethical implications | — |
| 15 | INFERENTIAL TARGET | What firms and universities each study within AI research | — |
| 16 | DOES NOT LICENSE | A claim that firms do no research on AI’s social effects, that firms caused the narrowing, or about research published outside arXiv | — |
| 17 | VERIFICATION STATE | CONTENT VERIFIED PREPRINT | state: CONTENT_VERIFIED_PRIMARY · qualifiers: PREPRINT · verified_by: UNKNOWN |
| 18 | LIMITATIONS | Read in arXiv version 4; no venue stated; the authors describe the analysis as descriptive, not causal, and some regression results are weak; data end in 2020 | — |
| 19 | CONTRADICTORY / SUPPORTING SOURCES | LD08-SL-C11 | — |
| 20 | GEOGRAPHY / LANGUAGE | Global / English | — |
| 21 | DISTRIBUTIONAL LEDGER | Not analysed in this claim | — |
| 22 | R01 / FIELD-MAP LINKS | LD-08, D3 | — |
| 23 | WHAT WOULD CHANGE THIS CLAIM? | A repeat that covers 2021–2026 and venues outside arXiv | — |
| 24 | PUBLICATION STATUS | ELIGIBLE WITH PREPRINT QUALIFIER | state: ELIGIBLE · qualifiers: PREPRINT |
| 25 | RECORDED DATE | 2026-10-16 | — |
Field 22 references resolved against Field Map v0.2: LD-08 (LIVING_DEBATE); D3 (DOMAIN)
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 d9f319e9244d0d1b2bee54b72017f15b237e2da34b8319083702ea0b6ad796a5.
Repository-authored inputs (not Drive exports)
- SocioLens claim — LD08-SL-C10 v1.0 (v1.0) — written in the SocioLens repository by Project Lead (Claude, AI) on 2026-10-16; no Drive identity exists. Authority: AGENTS.md "Authority" (the Project Lead decides research content within the research-integrity rules) and the Owner's choice in the SocioLens project chat on 16 October 2026 to build the LD-08 debate; a new Claim, first version, written from the project's LD-08 source notes, checked against full texts, official web pages or official abstracts. Block “ENTRY 10 — LD08-SL-C10” SHA-256
b687ce735555ae10c076422f74406b4436b60a4d4dd1138e3fe5b5e7d5153d20; fixturefixtures/authored/claims/LD08-SL-C10--v1.0.
Builder decisions (not Drive data)
- VERSION = v1.0 — basis: Claim version taken from the repository-authored claim fixture version (SocioLens claim — LD08-SL-C10 v1.0); the first version of a new Claim of the LD-08 debate
- CURRENT_POINTER = true — basis: repository-authored claim "SocioLens claim — LD08-SL-C10 v1.0" (Project Lead (Claude, AI), 2026-10-16); basis: AGENTS.md "Authority" (the Project Lead decides research content within the research-integrity rules) and the Owner's choice in the SocioLens project chat on 16 October 2026 to build the LD-08 debate; a new Claim, first version, written from the project's LD-08 source notes, checked against full texts, official web pages or official abstracts
- FIELD_6_SOURCE_REFERENCE = SRC-SL-KLINGER-ET-AL-ARXIV-2009-10385--v1.0 — basis: field 6 of ENTRY 10 — LD08-SL-C10 cites "Klinger, Mateos-Garcia & Stathoulopoulos, “A narrowing of AI research?”, arXiv:2009.10385, 2022"; the only field-6 segment of this ClaimVersion's repository-authored ledger block.
- SOURCE_PROVENANCE_PIN = SRC-SL-KLINGER-ET-AL-ARXIV-2009-10385--v1.0 — basis: explicit version-pinned public provenance of this ClaimVersion (Amendment v1.2 §6): the pinned field-6 Source record "Klinger, Mateos-Garcia & Stathoulopoulos, “A narrowing of AI research?”, arXiv:2009.10385, 2022".