Comparing scientists’ citation networks with market data for the dot-com era (1994–2001) and the AI era (2017–2024), Chelikavada and Bennett found that dot-com patterns “did not definitively predict the rise and fall of an AI bubble,” and that “the data seems to suggest two possibilities”: an unprecedented kind of bubble or no bubble.

SocioLens project,

Claim LD01-SL-C32 (v1.0)

Provenance and status

Claim type: Interpretation
Publication status: Eligible for publication, with qualifiers: preprint
Verification state: Checked against the abstract of the primary source only. 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: A finding on whether AI valuations are a bubble
Limitations: Only the arXiv abstract of version 2 was read; not peer-reviewed; data end in 2024
Source (as cited): Chelikavada & Bennett, “Examining the Relationship between Scientific Publishing Activity and Hype-Driven Financial Bubbles: A Comparison of the Dot-Com and AI Eras,” arXiv:2509.11982v2, 2025
Source type: Preprint (recorded as “Preprint”)
Institutional position: Academic (affiliation not stated in the arXiv record)
Maturity of the evidence: Emerging evidence
Recorded date: 16 October 2026
Currentness / correction: This is the current version. No correction or concern is recorded on its sources.

Sources this version cites

Chelikavada & Bennett, “Examining the Relationship between Scientific Publishing Activity and Hype-Driven Financial Bubbles: A Comparison of the Dot-Com and AI Eras,” arXiv:2509.11982v2, 2025 (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.

Versions: v1.0 · current

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): INTERPRETATION (as printed: “INTERPRETATION”)
Publication status (coded): ELIGIBLE (PREPRINT) (as printed: “ELIGIBLE WITH PREPRINT QUALIFIER”)
Verification state (coded): CONTENT_VERIFIED_PRIMARY (ABSTRACT_ONLY)
Source type (coded): PREPRINT
Maturity (coded): EMERGING

#	Canonical field	Canonical value (verbatim)	Normalized (Claim Value Vocabulary v1.0.2)
1	CLAIM ID	LD01-SL-C32	—
2	PUBLIC-FACING CLAIM	Comparing scientists’ citation networks with market data for the dot-com era (1994–2001) and the AI era (2017–2024), Chelikavada and Bennett found that dot-com patterns “did not definitively predict the rise and fall of an AI bubble,” and that “the data seems to suggest two possibilities”: an unprecedented kind of bubble or no bubble.	—
3	CLAIM TYPE	INTERPRETATION	base_types: INTERPRETATION
4	RESEARCH STRAND	C — Infrastructure, capital and legal category	—
5	MATURITY	EMERGING	states: EMERGING
6	SOURCE	Chelikavada & Bennett, “Examining the Relationship between Scientific Publishing Activity and Hype-Driven Financial Bubbles: A Comparison of the Dot-Com and AI Eras,” arXiv:2509.11982v2, 2025	source_ids: SRC-SL-CHELIKAVADA-BENNETT-ARXIV-2509-11982
7	SOURCE TYPE	Preprint	classes: PREPRINT
8	INSTITUTIONAL POSITION	Academic (affiliation not stated in the arXiv record)	—
9	SCOPE	Publication citation networks and financial market data; 1994–2001 and 2017–2024	—
10	DESIGN	Temporal social network analysis with forecasting models (LSTM, KNN, AR-X/GARCH)	—
11	SAMPLE / DATASET	Citation networks and market series for the two eras	—
12	MODEL / TOOL / VERSION	Not applicable	—
13	COMPARATOR	The dot-com era	—
14	MAIN RESULT	No definitive transfer of dot-com signals to the AI era; a subset of AI-era scientists showed patterns like those of the dot-com era	—
15	INFERENTIAL TARGET	Whether research publishing signals foreshadow an AI market bubble	—
16	DOES NOT LICENSE	A finding on whether AI valuations are a bubble	—
17	VERIFICATION STATE	CONTENT VERIFIED ABSTRACT	state: CONTENT_VERIFIED_PRIMARY · qualifiers: ABSTRACT_ONLY · verified_by: UNKNOWN
18	LIMITATIONS	Only the arXiv abstract of version 2 was read; not peer-reviewed; data end in 2024	—
19	CONTRADICTORY / SUPPORTING SOURCES	Official reading of valuations: LD01-SL-C34	—
20	GEOGRAPHY / LANGUAGE	Not applicable / English	—
21	DISTRIBUTIONAL LEDGER	Not analysed in this claim	—
22	R01 / FIELD-MAP LINKS	LD-01, T4, D1	—
23	WHAT WOULD CHANGE THIS CLAIM?	A market correction that the method did or did not anticipate	—
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-01 (LIVING_DEBATE); T4 (TENSION); D1 (DOMAIN)

The sources as recorded, with their record IDs and coded source types:

Pinned Sources (field 6, version-specific)

“Chelikavada & Bennett, “Examining the Relationship between Scientific Publishing Activity and Hype-Driven Financial Bubbles: A Comparison of the Dot-Com and AI Eras,” arXiv:2509.11982v2, 2025” → Chelikavada & Bennett (2025), “Examining the Relationship…” (SRC-SL-CHELIKAVADA-BENNETT-ARXIV-2509-11982--v1.0) — Chelikavada & Bennett, “Examining the Relationship between Scientific Publishing Activity and Hype-Driven Financial Bubbles: A Comparison of the Dot-Com and AI Eras,” arXiv:2509.11982v2, 2025; class PREPRINT (explicit public provenance pin)

Cited by Living Debate versions

What kind of thing is generative AI, and does the answer predict anything? (v0.1) LD-01

Cite this page

SocioLens project. (2026, October 16). Comparing scientists’ citation networks with market data for the dot-com era (1994–2001) and the AI era (2017–2024), Chelikavada and Bennett found that dot-com patterns “did not definitively predict the rise and fall of an AI bubble,” and that “the data seems to suggest two possibilities”: an unprecedented kind of bubble or no bubble [Claim LD01-SL-C32, version v1.0]. SocioLens. https://sociolens-web.pages.dev/claims/ld01-sl-c32/v1.0/

@misc{sociolens_ld01_sl_c32_v1_0,
  author = {{SocioLens project}},
  title = {Comparing scientists’ citation networks with market data for the dot-com era (1994–2001) and the AI era (2017–2024), Chelikavada and Bennett found that dot-com patterns “did not definitively predict the rise and fall of an AI bubble,” and that “the data seems to suggest two possibilities”: an unprecedented kind of bubble or no bubble.},
  year = {2026},
  date = {2026-10-16},
  howpublished = {\url{https://sociolens-web.pages.dev/claims/ld01-sl-c32/v1.0/}},
  note = {Claim LD01-SL-C32, 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 a3d876676b7889c9dc3428fc28d55fff1964bfcbbb91ac1f2ff25858c2402f27.

Repository-authored inputs (not Drive exports)

SocioLens claim — LD01-SL-C32 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-01 debate; a new Claim, first version, written from the project's LD-01 source notes, checked against full texts, official web pages or official abstracts. Block “ENTRY 32 — LD01-SL-C32” SHA-256 743c7f12a329e36f7fd169a9c70105c63d667cc18f17963cb659335dd7eac62c; fixture fixtures/authored/claims/LD01-SL-C32--v1.0.

Builder decisions (not Drive data)

VERSION = v1.0 — basis: Claim version taken from the repository-authored claim fixture version (SocioLens claim — LD01-SL-C32 v1.0); the first version of a new Claim of the LD-01 debate
CURRENT_POINTER = true — basis: repository-authored claim "SocioLens claim — LD01-SL-C32 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-01 debate; a new Claim, first version, written from the project's LD-01 source notes, checked against full texts, official web pages or official abstracts
FIELD_6_SOURCE_REFERENCE = SRC-SL-CHELIKAVADA-BENNETT-ARXIV-2509-11982--v1.0 — basis: field 6 of ENTRY 32 — LD01-SL-C32 cites "Chelikavada & Bennett, “Examining the Relationship between Scientific Publishing Activity and Hype-Driven Financial Bubbles: A Comparison of the Dot-Com and AI Eras,” arXiv:2509.11982v2, 2025"; the only field-6 segment of this ClaimVersion's repository-authored ledger block.
SOURCE_PROVENANCE_PIN = SRC-SL-CHELIKAVADA-BENNETT-ARXIV-2509-11982--v1.0 — basis: explicit version-pinned public provenance of this ClaimVersion (Amendment v1.2 §6): the pinned field-6 Source record "Chelikavada & Bennett, “Examining the Relationship between Scientific Publishing Activity and Hype-Driven Financial Bubbles: A Comparison of the Dot-Com and AI Eras,” arXiv:2509.11982v2, 2025".