Claim LD05-HQ-C16 (v1.0)

Qualitative evidence from UK social care shows that generative-AI transcription and summarisation can introduce hallucinations, omissions and changes in wording into official records, shifting checking and accountability work onto social workers.

Provenance and status

Claim type: FACT (as printed: “FACT”)
Publication status: ELIGIBLE (EMERGING_EVIDENCE) (as printed: “ELIGIBLE WITH EMERGING-EVIDENCE QUALIFIER”)
Verification state: CONTENT_VERIFIED_PRIMARY (as printed: “CONTENT VERIFIED”; verified by: UNKNOWN)
Does not license: Population prevalence of errors; claim AI records are generally worse than human records; citizen outcome effect
Source (field 6, as printed): Bruff & Groves, “Scribe and prejudice?”, Ada Lovelace Institute, 11 Feb 2026
Source type (field 7): INDEPENDENT_RESEARCH_REPORT (as printed: “Independent qualitative report”)
Institutional position: Independent institute; vendor interviews included and labelled
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 LD05-HQ-C16--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)

“Bruff & Groves, “Scribe and prejudice?”, Ada Lovelace Institute, 11 Feb 2026” → SRC-LD05-BRUFF-GROVES-ADA-2026--v1.0 — Bruff & Groves. “Scribe and prejudice?” Ada Lovelace Institute, 11 February 2026; class INDEPENDENT_RESEARCH_REPORT (explicit public provenance pin)

Read the originals

SRC-LD05-BRUFF-GROVES-ADA-2026: 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	LD05-HQ-C16	—
2	PUBLIC-FACING CLAIM	Qualitative evidence from UK social care shows that generative-AI transcription and summarisation can introduce hallucinations, omissions and changes in wording into official records, shifting checking and accountability work onto social workers.	—
3	CLAIM TYPE	FACT	base_types: FACT
4	RESEARCH STRAND	D — Workarounds, overrides, repair and organisational absorption	—
5	MATURITY	EMERGING	states: EMERGING
6	SOURCE	Bruff & Groves, “Scribe and prejudice?”, Ada Lovelace Institute, 11 Feb 2026	source_ids: SRC-LD05-BRUFF-GROVES-ADA-2026
7	SOURCE TYPE	Independent qualitative report	classes: INDEPENDENT_RESEARCH_REPORT
8	INSTITUTIONAL POSITION	Independent institute; vendor interviews included and labelled	—
9	SCOPE	17 local authorities in England/Scotland; interviews March–Oct 2025	—
10	DESIGN	Qualitative semi-structured interviews	—
11	SAMPLE / DATASET	39 social-care professionals/senior staff + relevant expert/vendor interviews	—
12	MODEL / TOOL / VERSION	AI transcription/summarisation tools including Magic Notes/Copilot in reported use	—
13	COMPARATOR	Prior/manual documentation practices, qualitatively	—
14	MAIN RESULT	Reported time benefits plus hallucination/misrepresentation risk; review/checking burden varies; harmful errors can enter or nearly enter official records	—
15	INFERENTIAL TARGET	Record-making as an administrative discretion/accountability site	—
16	DOES NOT LICENSE	Population prevalence of errors; claim AI records are generally worse than human records; citizen outcome effect	—
17	VERIFICATION STATE	CONTENT VERIFIED	state: CONTENT_VERIFIED_PRIMARY · verified_by: UNKNOWN
18	LIMITATIONS	Qualitative; non-random sample; no population outcome evaluation	—
19	CONTRADICTORY / SUPPORTING SOURCES	Public-sector transcription pilots; emerging evidence base	—
20	GEOGRAPHY / LANGUAGE	England/Scotland/English	—
21	DISTRIBUTIONAL LEDGER	Potential differential risk by language/accent/disability/communication context; outcome evidence incomplete	—
22	R01 / FIELD-MAP LINKS	D5, D2, D3, L-C	—
23	WHAT WOULD CHANGE THIS CLAIM?	Large comparative study finding negligible record effects or robust automated correction	—
24	PUBLICATION STATUS	ELIGIBLE WITH EMERGING-EVIDENCE QUALIFIER	state: ELIGIBLE · qualifiers: EMERGING_EVIDENCE
25	RECORDED DATE	2026-09-25	—

Field 22 references resolved against Field Map v0.2: D5 (DOMAIN); D2 (DOMAIN); D3 (DOMAIN); L-C (LENS)

Cited by Living Debate versions

LD-05 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 2e5e4ddcdfb933a6e3d9db3fb9d5a7383f1b57198838a43a3b2bd5a4734fa045.

Frozen Drive-derived inputs

R04 — LD-05 Canonical Claim Ledger v1.0 — LOCKED (v1.0) — Drive ID 1WkAv7jmWIrr1GBmYSv66jDc8m222Yd9z; revision: NOT_EXPOSED_BY_DRIVE_TEXT_EXPORT; Drive modified ; block “ENTRY 16 — LD05-HQ-C16” SHA-256 2e41af013a90ca7f4daa816cb35f6ec25dae1602ab42a8a68ea545dcdc42ffa5; SocioLens — Programme Status & Authority Register v0.6 status “CURRENT.”; frozen fixture fixtures/frozen/r04-ld05-claim-ledger-v1.0.

Builder decisions (not Drive data)

VERSION = v1.0 — basis: Claim version taken from the canonical ledger artifact version (R04 — LD-05 Canonical Claim Ledger v1.0); Implementation Architecture Selection §5
CURRENT_POINTER = true — basis: SocioLens — Programme Status & Authority Register v0.6 status for "R04 — LD-05 Canonical Claim Ledger v1.0 — LOCKED": "CURRENT."
FIELD_6_SOURCE_REFERENCE = SRC-LD05-BRUFF-GROVES-ADA-2026--v1.0 — basis: field 6 of ENTRY 16 — LD05-HQ-C16 cites "Bruff & Groves, “Scribe and prejudice?”, Ada Lovelace Institute, 11 Feb 2026"; the frozen field-6 segment of this ClaimVersion's ledger block; Drive-derived identity authority (Issue #37 Source inventory): ledger C16 fields 6–8; Batch 03 §8; KEY EVIDENCE.
SOURCE_PROVENANCE_PIN = SRC-LD05-BRUFF-GROVES-ADA-2026--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.