Claim LD09-SL-C27 (v1.0)
Within six months of ChatGPT’s release, activity on Stack Overflow fell by 25% relative to Russian- and Chinese-language counterparts where access to ChatGPT was limited, an estimate the authors call a lower bound; votes on posts showed no large change in quality.
Provenance and status
- Claim type
- ESTIMATE (as printed: “ESTIMATE”)
- Publication status
- ELIGIBLE (QUALIFIED) (as printed: “ELIGIBLE WITH QUALIFIER”)
- Verification state
- CONTENT_VERIFIED_PRIMARY (ABSTRACT_ONLY) (as printed: “CONTENT VERIFIED ABSTRACT”; verified by: UNKNOWN)
- Does not license
- That questions moved elsewhere were lost, or anything after mid-2023
- Source (field 6, as printed)
- del Rio-Chanona, Laurentsyeva & Wachs, “Large language models reduce public knowledge sharing on online Q&A platforms,” PNAS Nexus 3, pgae400, 2024
- Source type (field 7)
- PEER_REVIEWED_JOURNAL_ARTICLE (as printed: “Peer-reviewed journal article”)
- Institutional position
- Independent academic (European universities and research institutes; affiliations differ between the preprint and the journal version)
- Maturity (claim evidence / publication maturity)
- RAPIDLY_MATURING (as printed: “RAPIDLY MATURING”)
- Recorded date
- 2026-10-15
- Currentness / correction
- This is the current version. No correction or concern relation is recorded on its Sources.
Version
Pinned version v1.0 (entry LD09-SL-C27--v1.0) — this page never floats to newer evidence.
This pinned version is also the current version.
Pinned Sources (field 6, version-specific)
- “del Rio-Chanona, Laurentsyeva & Wachs, “Large language models reduce public knowledge sharing on online Q&A platforms,” PNAS Nexus 3, pgae400, 2024” → SRC-SL-DEL-RIO-CHANONA-ET-AL-PNAS-NEXUS-2024--v1.0 — del Rio-Chanona, Laurentsyeva & Wachs, “Large language models reduce public knowledge sharing on online Q&A platforms,” PNAS Nexus 3, pgae400, 2024; class PEER_REVIEWED_JOURNAL_ARTICLE (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 | LD09-SL-C27 | — |
| 2 | PUBLIC-FACING CLAIM | Within six months of ChatGPT’s release, activity on Stack Overflow fell by 25% relative to Russian- and Chinese-language counterparts where access to ChatGPT was limited, an estimate the authors call a lower bound; votes on posts showed no large change in quality. | — |
| 3 | CLAIM TYPE | ESTIMATE | base_types: ESTIMATE |
| 4 | RESEARCH STRAND | C — Systems, decisions and shared knowledge | — |
| 5 | MATURITY | RAPIDLY MATURING | states: RAPIDLY_MATURING |
| 6 | SOURCE | del Rio-Chanona, Laurentsyeva & Wachs, “Large language models reduce public knowledge sharing on online Q&A platforms,” PNAS Nexus 3, pgae400, 2024 | source_ids: SRC-SL-DEL-RIO-CHANONA-ET-AL-PNAS-NEXUS-2024 |
| 7 | SOURCE TYPE | Peer-reviewed journal article | classes: PEER_REVIEWED_JOURNAL_ARTICLE |
| 8 | INSTITUTIONAL POSITION | Independent academic (European universities and research institutes; affiliations differ between the preprint and the journal version) | — |
| 9 | SCOPE | Public programming question-and-answer sites, to mid-2023 | — |
| 10 | DESIGN | Difference-in-differences against platforms where ChatGPT access was restricted or weak | — |
| 11 | SAMPLE / DATASET | About 58 million posts | — |
| 12 | MODEL / TOOL / VERSION | ChatGPT (2022–2023) | — |
| 13 | COMPARATOR | Russian-language Stack Overflow, Segmentfault and mathematics Q&A sites | — |
| 14 | MAIN RESULT | A 25% fall within six months (journal abstract; the preprint’s average effect was about 16%); larger declines for the most popular programming languages; similar decreases for more and less experienced users (journal abstract); no large change in votes | — |
| 15 | INFERENTIAL TARGET | Whether chat assistants substitute for public knowledge sharing | — |
| 16 | DOES NOT LICENSE | That questions moved elsewhere were lost, or anything after mid-2023 | — |
| 17 | VERIFICATION STATE | CONTENT VERIFIED ABSTRACT | state: CONTENT_VERIFIED_PRIMARY · qualifiers: ABSTRACT_ONLY · verified_by: UNKNOWN |
| 18 | LIMITATIONS | Journal version read in abstract, preprint in full; votes are a weak quality measure; control platforms not fully shielded | — |
| 19 | CONTRADICTORY / SUPPORTING SOURCES | Selective substitution and better questions: LD09-SL-C29; buffering in community forums: LD09-SL-C28 | — |
| 20 | GEOGRAPHY / LANGUAGE | Global platform / English | — |
| 21 | DISTRIBUTIONAL LEDGER | Not recorded | — |
| 22 | R01 / FIELD-MAP LINKS | LD-09, D3 | — |
| 23 | WHAT WOULD CHANGE THIS CLAIM? | Later data on whether activity stabilizes, and on what kinds of questions remain | — |
| 24 | PUBLICATION STATUS | ELIGIBLE WITH QUALIFIER | state: ELIGIBLE · qualifiers: QUALIFIED |
| 25 | RECORDED DATE | 2026-10-15 | — |
Field 22 references resolved against Field Map v0.2: LD-09 (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 414455faa26798f316e7207c7ef75e8e79ff7d4a02f59e5e48c890a5c4ae299a.
Repository-authored inputs (not Drive exports)
- SocioLens claim — LD09-SL-C27 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 27 — LD09-SL-C27” SHA-256
299f664cf45282ce63aefc84db2e09aeefc0b35a0015e31f4f6c6202a27133d4; fixturefixtures/authored/claims/LD09-SL-C27--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-C27 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-C27 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-DEL-RIO-CHANONA-ET-AL-PNAS-NEXUS-2024--v1.0 — basis: field 6 of ENTRY 27 — LD09-SL-C27 cites "del Rio-Chanona, Laurentsyeva & Wachs, “Large language models reduce public knowledge sharing on online Q&A platforms,” PNAS Nexus 3, pgae400, 2024"; the only field-6 segment of this ClaimVersion's repository-authored ledger block.
- SOURCE_PROVENANCE_PIN = SRC-SL-DEL-RIO-CHANONA-ET-AL-PNAS-NEXUS-2024--v1.0 — basis: explicit version-pinned public provenance of this ClaimVersion (Amendment v1.2 §6): the pinned field-6 Source record "del Rio-Chanona, Laurentsyeva & Wachs, “Large language models reduce public knowledge sharing on online Q&A platforms,” PNAS Nexus 3, pgae400, 2024".