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Source SRC-LD07-ASHOKKUMAR-NATURE-2026

Ashokkumar, Hewitt, Ghezae & Willer, “Large language models can predict the results of social science experiments,” Nature 656:115–122 (2026)

Open the original (DOI; link checked 2026-10-12)

Source class (bibliographic)
PEER_REVIEWED_JOURNAL_ARTICLE
Source-level roles
none
Institutional position
Independent academic; one author also industry-affiliated
Visibility
PUBLIC_REFERENCE
Registry section
—

Version

Current version v1.0, resolved through the explicit current pointer SOURCE--SRC-LD07-ASHOKKUMAR-NATURE-2026.

Versions:v1.0 · current

Linked Claims

Registry “Linked claim” (logical Claim identity; never a pinned version): LD07-HQ-C05.

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 d4dec4f57635471d38d27c9822e0cae2ce5c299b708295edc691cefe3810a751.

Frozen Drive-derived inputs

  • R03 — LD-07 Canonical Claim Ledger v1.0 — LOCKED (v1.0) — Drive ID 1xVz_LrQAA8EA1tPhVWIrDgOUU3Zidlg9; revision: NOT_EXPOSED_BY_DRIVE_TEXT_EXPORT; Drive modified 2026-09-29T04:31:14.120Z; block “ENTRY 05 — LD07-HQ-C05” SHA-256 1bde3e034b0890c118453eca52b1332ac22679f04989cf11b3a217a52a4a8f8c; SocioLens — Programme Status & Authority Register v0.6 status “CURRENT.”; frozen fixture fixtures/frozen/r03-ld07-claim-ledger-v1.0-canonical.

Builder decisions (not Drive data)

  • VERSION = v1.0 — basis: First SocioLens materialized record for this Source identity; no predecessor record exists (Publication System Amendment v1.2 §4; ruling-backed production identity materialized under Issue #39). SocioLens Source-record version, not the external source's edition, revision or version of record.
  • CURRENT_POINTER = true — basis: Publication System Amendment v1.2 §4: the sole SocioLens record version for this Source identity; the materialization manifest explicitly designates SRC-LD07-ASHOKKUMAR-NATURE-2026--v1.0 current.
  • VISIBILITY = PUBLIC_REFERENCE — basis: Explicit public provenance selection by LD07-HQ-C05--v1.0 (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 "Ashokkumar, Hewitt, Ghezae & Willer, Nature 656:115–122 (2026), doi:10.1038/s41586-026-10742-x"; Drive-derived identity authority (Issue #39 Source inventory): Batch 02 §1; ledger C05 fields 6/7/8; KEY EVIDENCE.) (Amendment v1.2 §4, §6).