Claim LD07-HQ-C08 (v1.0)

Chinese-language silicon-sample studies benchmarked against CGSS data find partial macro-level reproduction alongside representational bias, micro/macro/meso instability and cross-model differences; current systems do not warrant replacement of human respondents.

Provenance and status

Claim type: FACT (as printed: “FACT”)
Publication status: ELIGIBLE (QUALIFIED) (as printed: “ELIGIBLE WITH QUALIFIER”)
Verification state: CONTENT_VERIFIED_PRIMARY (SOURCE_SPECIFIC) (as printed: “CLEARED WITH SOURCE-SPECIFIC QUALIFIER”; verified by: UNKNOWN)
Does not license: Causal claim that regulation produced bias; generalization to all Chinese topics
Source (field 6, as printed): Gong & Huang, Academic Monthly 57(6):123–136 (2025); Ling & Cui, Journal of Intelligent Society 4(2):179–201 (2025)
Source type (field 7): PEER_REVIEWED_JOURNAL_ARTICLE (as printed: “Peer-reviewed Chinese-language studies”)
Institutional position: Independent academic
Maturity (claim evidence / publication maturity): EMERGING (as printed: “EMERGING”)
Recorded date: 2026-09-25
Currentness / correction: This is the current version. No correction or concern relation is recorded on its Sources.

Version

Pinned version v1.0 (entry LD07-HQ-C08--v1.0) — this page never floats to newer evidence.

This pinned version is also the current version.

Versions:v1.0 · current

Pinned Sources (field 6, version-specific)

“Gong & Huang, Academic Monthly 57(6):123–136 (2025)” → SRC-LD07-GONG-HUANG-CGSS-2025--v1.0 — Gong Weigang & Huang Siyuan, “整体事实还是有偏样本——基于大语言模型生成数据的测量,” Academic Monthly 57(6):123–136 (2025); class PEER_REVIEWED_JOURNAL_ARTICLE (explicit public provenance pin)
“Ling & Cui, Journal of Intelligent Society 4(2):179–201 (2025)” → SRC-LD07-LING-CUI-SILICON-SAMPLES-2025--v1.0 — Ling Wanying & Cui Sizhan, “复现的限度——‘硅基样本’的可能与可为,” Journal of Intelligent Society 4(2):179–201 (2025); class PEER_REVIEWED_JOURNAL_ARTICLE (explicit public provenance pin)

Read the originals

SRC-LD07-GONG-HUANG-CGSS-2025: open the original

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	LD07-HQ-C08	—
2	PUBLIC-FACING CLAIM	Chinese-language silicon-sample studies benchmarked against CGSS data find partial macro-level reproduction alongside representational bias, micro/macro/meso instability and cross-model differences; current systems do not warrant replacement of human respondents.	—
3	CLAIM TYPE	FACT	base_types: FACT
4	RESEARCH STRAND	C/F	—
5	MATURITY	EMERGING	states: EMERGING
6	SOURCE	Gong & Huang, Academic Monthly 57(6):123–136 (2025); Ling & Cui, Journal of Intelligent Society 4(2):179–201 (2025)	source_ids: SRC-LD07-GONG-HUANG-CGSS-2025, SRC-LD07-LING-CUI-SILICON-SAMPLES-2025
7	SOURCE TYPE	Peer-reviewed Chinese-language studies	classes: PEER_REVIEWED_JOURNAL_ARTICLE
8	INSTITUTIONAL POSITION	Independent academic	—
9	SCOPE	Mainland China; CGSS 2021 and CGSS 2011/2021 health modules	—
10	DESIGN	Human survey vs silicon-sample comparison	—
11	SAMPLE / DATASET	CGSS waves; Gong/Huang journal full text reports 5,249 cleaned CGSS2021 respondents	—
12	MODEL / TOOL / VERSION	Gong/Huang full model details partially verified; Ling/Cui DeepSeek-v3, GPT-4o, Qwen-plus	—
13	COMPARATOR	Human CGSS respondents	—
14	MAIN RESULT	Some macro relations reproduce; marginal voices/representation distort; micro/macro/meso uncertainty; within- and cross-model differences	—
15	INFERENTIAL TARGET	Population attitudes and representation	—
16	DOES NOT LICENSE	Causal claim that regulation produced bias; generalization to all Chinese topics	—
17	VERIFICATION STATE	CLEARED WITH SOURCE-SPECIFIC QUALIFIER	state: CONTENT_VERIFIED_PRIMARY · qualifiers: SOURCE_SPECIFIC · verified_by: UNKNOWN
18	LIMITATIONS	One source only partly line-extracted; topic/wave-specific	—
19	CONTRADICTORY / SUPPORTING SOURCES	Xie multi-country/multi-dataset benchmark; Wang identity flattening	—
20	GEOGRAPHY / LANGUAGE	China / Chinese	—
21	DISTRIBUTIONAL LEDGER	Explicit concern with marginal voices	—
22	R01 / FIELD-MAP LINKS	D9, L-B, T1	—
23	WHAT WOULD CHANGE THIS CLAIM?	Independent locally grounded validation with subgroup and out-of-sample success	—
24	PUBLICATION STATUS	ELIGIBLE WITH QUALIFIER	state: ELIGIBLE · qualifiers: QUALIFIED
25	RECORDED DATE	2026-09-25	—

Field 22 references resolved against Field Map v0.2: D9 (DOMAIN); L-B (LENS); T1 (TENSION)

Cited by Living Debate versions

LD-07 v0.1

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 10139c0250275df1f63b65ff8278e519ebd84df53071812ae50e7935dfa770e0.

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 08 — LD07-HQ-C08” SHA-256 e51fa2bbe0935891250b3227135e7404d4cdaca2d21407a1dbb9f1f5361042cb; 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: Claim version taken from the canonical ledger artifact version (R03 — LD-07 Canonical Claim Ledger v1.0); Implementation Architecture Selection §5
CURRENT_POINTER = true — basis: SocioLens — Programme Status & Authority Register v0.6 status for "R03 — LD-07 Canonical Claim Ledger v1.0 — LOCKED": "CURRENT."
FIELD_6_SOURCE_REFERENCE = SRC-LD07-GONG-HUANG-CGSS-2025--v1.0 — basis: field 6 of ENTRY 08 — LD07-HQ-C08 cites "Gong & Huang, Academic Monthly 57(6):123–136 (2025)"; the frozen field-6 segment of this ClaimVersion's ledger block; Drive-derived identity authority (Issue #39 Source inventory): Batch 02 §4; ledger C06/C08; KEY EVIDENCE.
FIELD_6_SOURCE_REFERENCE = SRC-LD07-LING-CUI-SILICON-SAMPLES-2025--v1.0 — basis: field 6 of ENTRY 08 — LD07-HQ-C08 cites "Ling & Cui, Journal of Intelligent Society 4(2):179–201 (2025)"; the frozen field-6 segment of this ClaimVersion's ledger block; Drive-derived identity authority (Issue #39 Source inventory): Batch 02 §5 (distinct study); ledger C06/C08; KEY EVIDENCE.
SOURCE_PROVENANCE_PIN = SRC-LD07-GONG-HUANG-CGSS-2025--v1.0 — basis: 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 "Gong & Huang, Academic Monthly 57(6):123–136 (2025)"; Drive-derived identity authority (Issue #39 Source inventory): Batch 02 §4; ledger C06/C08; KEY EVIDENCE.
SOURCE_PROVENANCE_PIN = SRC-LD07-LING-CUI-SILICON-SAMPLES-2025--v1.0 — basis: 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 "Ling & Cui, Journal of Intelligent Society 4(2):179–201 (2025)"; Drive-derived identity authority (Issue #39 Source inventory): Batch 02 §5 (distinct study); ledger C06/C08; KEY EVIDENCE.