Claim LD09-SL-C06 (v1.0)
A comment on the preprint-productivity study shows that dating adoption to an author’s first flagged abstract can by itself create post-adoption gains: placebo flags gave mean effects of 0.37 and 0.30 against 0.36 in the replicated baseline; the original authors reply that the artefact is “real but bounded” and that the association persists in designs it cannot bias.
Provenance and status
- Claim type
- Estimate and Interpretation
- Publication status
- Eligible for publication, with qualifiers: preprint
- Verification state
- Checked against the primary source; the source is a preprint. 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
- That the output gain is zero, or that it is as large as first reported
- Limitations
- Comment read in full; reply read in abstract only; neither is known to be peer-reviewed or published in the journal
- Source (as cited)
- Renault, Bergeaud & Bosquet, “Comment on Scientific production in the era of large language models,” arXiv:2605.17979, May 2026; Kusumegi et al., “A robust association between LLM use and scientific productivity: Assessing stopping-time selection,” arXiv:2607.28968, July 2026
- Source type
- Preprint (recorded as “Preprint comment + preprint reply”)
- Institutional position
- Independent academic (the comment); the reply is by the authors of the original study
- Maturity of the evidence
- Contested evidence
- Recorded date
- 15 October 2026
- Currentness / correction
- This is the current version. No correction or concern is recorded on its sources.
Sources this version cites
- Renault, Bergeaud & Bosquet, “Comment on Scientific production in the era of large language models,” arXiv:2605.17979, May 2026 (Preprint)
Read the original - Kusumegi et al., “A robust association between LLM use and scientific productivity: Assessing stopping-time selection,” arXiv:2607.28968, July 2026 (Preprint)
Read the original
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 + INTERPRETATION (as printed: “ESTIMATE / INTERPRETATION”)
- Publication status (coded)
- ELIGIBLE (PREPRINT) (as printed: “ELIGIBLE WITH PREPRINT QUALIFIER”)
- Verification state (coded)
- CONTENT_VERIFIED_PRIMARY (PREPRINT)
- Source type (coded)
- PREPRINT
- Maturity (coded)
- CONTESTED
| # | Canonical field | Canonical value (verbatim) | Normalized (Claim Value Vocabulary v1.0.2) |
|---|---|---|---|
| 1 | CLAIM ID | LD09-SL-C06 | — |
| 2 | PUBLIC-FACING CLAIM | A comment on the preprint-productivity study shows that dating adoption to an author’s first flagged abstract can by itself create post-adoption gains: placebo flags gave mean effects of 0.37 and 0.30 against 0.36 in the replicated baseline; the original authors reply that the artefact is “real but bounded” and that the association persists in designs it cannot bias. | — |
| 3 | CLAIM TYPE | ESTIMATE / INTERPRETATION | base_types: ESTIMATE, INTERPRETATION |
| 4 | RESEARCH STRAND | A — Science and scholarship | — |
| 5 | MATURITY | CONTESTED | states: CONTESTED |
| 6 | SOURCE | Renault, Bergeaud & Bosquet, “Comment on Scientific production in the era of large language models,” arXiv:2605.17979, May 2026; Kusumegi et al., “A robust association between LLM use and scientific productivity: Assessing stopping-time selection,” arXiv:2607.28968, July 2026 | source_ids: SRC-SL-RENAULT-BERGEAUD-BOSQUET-ARXIV-2605-17979, SRC-SL-KUSUMEGI-ET-AL-REPLY-ARXIV-2607-28968 |
| 7 | SOURCE TYPE | Preprint comment + preprint reply | classes: PREPRINT |
| 8 | INSTITUTIONAL POSITION | Independent academic (the comment); the reply is by the authors of the original study | — |
| 9 | SCOPE | The arXiv part of the study in LD09-SL-C05; bioRxiv and SSRN are not replicated | — |
| 10 | DESIGN | Replication with placebo treatments (comment); recalibration and alternative designs (reply) | — |
| 11 | SAMPLE / DATASET | An author panel the comment rebuilds from raw arXiv metadata with the original study’s detector, because the replication package holds only the aggregated panel | — |
| 12 | MODEL / TOOL / VERSION | Neutral-keyword and random-flag placebos; pre-ChatGPT placebo | — |
| 13 | COMPARATOR | The replicated baseline estimate | — |
| 14 | MAIN RESULT | Mean post-treatment coefficients: baseline 0.36, neutral-keyword placebo 0.37, random-flag placebo 0.30, pre-ChatGPT placebo 0.11 (comment); positive association persists in split-year, conservative difference-in-differences, intensity and rank-based designs, and pre-ChatGPT placebos return nulls (reply) | — |
| 15 | INFERENTIAL TARGET | How much of the reported output gain is an artefact of how adoption is dated | — |
| 16 | DOES NOT LICENSE | That the output gain is zero, or that it is as large as first reported | — |
| 17 | VERIFICATION STATE | CONTENT VERIFIED PREPRINT | state: CONTENT_VERIFIED_PRIMARY · qualifiers: PREPRINT · verified_by: UNKNOWN |
| 18 | LIMITATIONS | Comment read in full; reply read in abstract only; neither is known to be peer-reviewed or published in the journal | — |
| 19 | CONTRADICTORY / SUPPORTING SOURCES | The original estimate: LD09-SL-C05 | — |
| 20 | GEOGRAPHY / LANGUAGE | Global / English | — |
| 21 | DISTRIBUTIONAL LEDGER | Not recorded | — |
| 22 | R01 / FIELD-MAP LINKS | LD-09, D3 | — |
| 23 | WHAT WOULD CHANGE THIS CLAIM? | An independent replication with author-level data, or a published resolution of the exchange | — |
| 24 | PUBLICATION STATUS | ELIGIBLE WITH PREPRINT QUALIFIER | state: ELIGIBLE · qualifiers: PREPRINT |
| 25 | RECORDED DATE | 2026-10-15 | — |
Field 22 references resolved against Field Map v0.2: LD-09 (LIVING_DEBATE); D3 (DOMAIN)
The sources as recorded, with their record IDs and coded source types:
Pinned Sources (field 6, version-specific)
- “Renault, Bergeaud & Bosquet, “Comment on Scientific production in the era of large language models,” arXiv:2605.17979, May 2026” → Renault et al. (2026), “Comment on Scientific production…” (SRC-SL-RENAULT-BERGEAUD-BOSQUET-ARXIV-2605-17979--v1.0) — Renault, Bergeaud & Bosquet, “Comment on Scientific production in the era of large language models,” arXiv:2605.17979, May 2026; class PREPRINT (explicit public provenance pin)
- “Kusumegi et al., “A robust association between LLM use and scientific productivity: Assessing stopping-time selection,” arXiv:2607.28968, July 2026” → Kusumegi et al. (2026), “A robust association between LLM…” (SRC-SL-KUSUMEGI-ET-AL-REPLY-ARXIV-2607-28968--v1.0) — Kusumegi et al., “A robust association between LLM use and scientific productivity: Assessing stopping-time selection,” arXiv:2607.28968, July 2026; class PREPRINT (explicit public provenance pin)
Cited by Living Debate versions
Cite this page
SocioLens project. (2026, October 15). A comment on the preprint-productivity study shows that dating adoption to an author’s first flagged abstract can by itself create post-adoption gains: placebo flags gave mean effects of 0.37 and 0.30 against 0.36 in the replicated baseline; the original authors reply that the artefact is “real but bounded” and that the association persists in designs it cannot bias [Claim LD09-SL-C06, version v1.0]. SocioLens. https://sociolens-web.pages.dev/claims/ld09-sl-c06/v1.0/
@misc{sociolens_ld09_sl_c06_v1_0,
author = {{SocioLens project}},
title = {A comment on the preprint-productivity study shows that dating adoption to an author’s first flagged abstract can by itself create post-adoption gains: placebo flags gave mean effects of 0.37 and 0.30 against 0.36 in the replicated baseline; the original authors reply that the artefact is “real but bounded” and that the association persists in designs it cannot bias.},
year = {2026},
date = {2026-10-15},
howpublished = {\url{https://sociolens-web.pages.dev/claims/ld09-sl-c06/v1.0/}},
note = {Claim LD09-SL-C06, 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 c2c40091b1b1616c5784a1594d57c9d614c1d861474e563eb0ede14532cfef40.
Repository-authored inputs (not Drive exports)
- SocioLens claim — LD09-SL-C06 v1.0 (v1.0) — written in the SocioLens repository by Project Lead (Claude, AI) on 2026-10-15; 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 15 October 2026 to build the LD-09 debate; a new Claim, first version, written from the project's LD-09 source notes, checked against full texts or official abstracts. Block “ENTRY 06 — LD09-SL-C06” SHA-256
7afa07e3665c573f0b14ef3ecf44683229f6ec209620cf66df255e4fe62f3db8; fixturefixtures/authored/claims/LD09-SL-C06--v1.0.
Builder decisions (not Drive data)
- VERSION = v1.0 — basis: Claim version taken from the repository-authored claim fixture version (SocioLens claim — LD09-SL-C06 v1.0); the first version of a new Claim of the LD-09 debate
- CURRENT_POINTER = true — basis: repository-authored claim "SocioLens claim — LD09-SL-C06 v1.0" (Project Lead (Claude, AI), 2026-10-15); 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 15 October 2026 to build the LD-09 debate; a new Claim, first version, written from the project's LD-09 source notes, checked against full texts or official abstracts
- FIELD_6_SOURCE_REFERENCE = SRC-SL-RENAULT-BERGEAUD-BOSQUET-ARXIV-2605-17979--v1.0 — basis: field 6 of ENTRY 06 — LD09-SL-C06 cites "Renault, Bergeaud & Bosquet, “Comment on Scientific production in the era of large language models,” arXiv:2605.17979, May 2026"; the first field-6 segment of this ClaimVersion's repository-authored ledger block.
- FIELD_6_SOURCE_REFERENCE = SRC-SL-KUSUMEGI-ET-AL-REPLY-ARXIV-2607-28968--v1.0 — basis: field 6 of ENTRY 06 — LD09-SL-C06 cites "Kusumegi et al., “A robust association between LLM use and scientific productivity: Assessing stopping-time selection,” arXiv:2607.28968, July 2026"; the second field-6 segment of this ClaimVersion's repository-authored ledger block.
- SOURCE_PROVENANCE_PIN = SRC-SL-RENAULT-BERGEAUD-BOSQUET-ARXIV-2605-17979--v1.0 — basis: explicit version-pinned public provenance of this ClaimVersion (Amendment v1.2 §6): the pinned field-6 Source record "Renault, Bergeaud & Bosquet, “Comment on Scientific production in the era of large language models,” arXiv:2605.17979, May 2026".
- SOURCE_PROVENANCE_PIN = SRC-SL-KUSUMEGI-ET-AL-REPLY-ARXIV-2607-28968--v1.0 — basis: explicit version-pinned public provenance of this ClaimVersion (Amendment v1.2 §6): the pinned field-6 Source record "Kusumegi et al., “A robust association between LLM use and scientific productivity: Assessing stopping-time selection,” arXiv:2607.28968, July 2026".