Claim LD04-SL-C11 (v1.0)
In a field experiment with nearly 1,000 Turkish high-school students, practising with a standard GPT-4 interface raised practice scores by 48% but left students 17% worse than controls on a closed-book exam later in the same session, while a tutor version with safeguards raised practice by 127% and left exam scores indistinguishable from controls.
Provenance and status
- Claim type
- ESTIMATE (as printed: “ESTIMATE”)
- Publication status
- ELIGIBLE (QUALIFIED) (as printed: “ELIGIBLE WITH QUALIFIER”)
- Verification state
- CONTENT_VERIFIED_PRIMARY (as printed: “CONTENT VERIFIED”; verified by: UNKNOWN)
- Does not license
- Long-term learning effects; adult or workplace learning
- Source (field 6, as printed)
- Bastani, Bastani, Sungu, Ge, Kabakcı & Mariman, “Generative AI without guardrails can harm learning: Evidence from high school mathematics,” PNAS 122(26), 2025
- Source type (field 7)
- PEER_REVIEWED_JOURNAL_ARTICLE (as printed: “Peer-reviewed journal article”)
- Institutional position
- Independent academic
- Maturity (claim evidence / publication maturity)
- EMERGING (as printed: “EMERGING”)
- Recorded date
- 2026-10-14
- Currentness / correction
- This is the current version. No correction or concern relation is recorded on its Sources.
Version
Pinned version v1.0 (entry LD04-SL-C11--v1.0) — this page never floats to newer evidence.
This pinned version is also the current version.
Pinned Sources (field 6, version-specific)
- “Bastani, Bastani, Sungu, Ge, Kabakcı & Mariman, “Generative AI without guardrails can harm learning: Evidence from high school mathematics,” PNAS 122(26), 2025” → SRC-SL-BASTANI-ET-AL-PNAS-2025--v1.0 — Bastani, Bastani, Sungu, Ge, Kabakcı & Mariman, “Generative AI without guardrails can harm learning: Evidence from high school mathematics,” PNAS 122(26), 2025; 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 | LD04-SL-C11 | — |
| 2 | PUBLIC-FACING CLAIM | In a field experiment with nearly 1,000 Turkish high-school students, practising with a standard GPT-4 interface raised practice scores by 48% but left students 17% worse than controls on a closed-book exam later in the same session, while a tutor version with safeguards raised practice by 127% and left exam scores indistinguishable from controls. | — |
| 3 | CLAIM TYPE | ESTIMATE | base_types: ESTIMATE |
| 4 | RESEARCH STRAND | B — Skill after the tool is removed | — |
| 5 | MATURITY | EMERGING | states: EMERGING |
| 6 | SOURCE | Bastani, Bastani, Sungu, Ge, Kabakcı & Mariman, “Generative AI without guardrails can harm learning: Evidence from high school mathematics,” PNAS 122(26), 2025 | source_ids: SRC-SL-BASTANI-ET-AL-PNAS-2025 |
| 7 | SOURCE TYPE | Peer-reviewed journal article | classes: PEER_REVIEWED_JOURNAL_ARTICLE |
| 8 | INSTITUTIONAL POSITION | Independent academic | — |
| 9 | SCOPE | One Turkish high school; about fifty 9th–11th-grade classes; Fall 2023; four 90-minute sessions | — |
| 10 | DESIGN | Preregistered field experiment; each session had assisted practice then a closed-book exam on similar problems | — |
| 11 | SAMPLE / DATASET | Nearly 1,000 students | — |
| 12 | MODEL / TOOL / VERSION | GPT-4 with a standard interface (GPT Base) and a tutor version with safeguards (GPT Tutor); interface details not reported here | — |
| 13 | COMPARATOR | Textbook-only practice | — |
| 14 | MAIN RESULT | Practice +48% (GPT Base) and +127% (GPT Tutor); exam: GPT Base 17% of the control mean lower, statistically significant; GPT Tutor indistinguishable from control; both tutors narrowed the spread of practice scores, but that narrowing did not persist when AI was removed; students did not perceive the harm | — |
| 15 | INFERENTIAL TARGET | Short-term learning after AI-assisted practice | — |
| 16 | DOES NOT LICENSE | Long-term learning effects; adult or workplace learning | — |
| 17 | VERIFICATION STATE | CONTENT VERIFIED | state: CONTENT_VERIFIED_PRIMARY · verified_by: UNKNOWN |
| 18 | LIMITATIONS | The exam measures short-term learning in the same session (the authors say so); one school; five class sessions did not receive their assigned arm (intent-to-treat used); a 2025 correction fixes an affiliation only | — |
| 19 | CONTRADICTORY / SUPPORTING SOURCES | Direct evidence that assisted compression need not survive tool removal; consistent with losses in a programming-library learning experiment | — |
| 20 | GEOGRAPHY / LANGUAGE | Türkiye / Not checked | — |
| 21 | DISTRIBUTIONAL LEDGER | Limited or no heterogeneity by ability, resources or effort | — |
| 22 | R01 / FIELD-MAP LINKS | LD-04, D2 | — |
| 23 | WHAT WOULD CHANGE THIS CLAIM? | Delayed tests showing the exam loss fading or reversing | — |
| 24 | PUBLICATION STATUS | ELIGIBLE WITH QUALIFIER | state: ELIGIBLE · qualifiers: QUALIFIED |
| 25 | RECORDED DATE | 2026-10-14 | — |
Field 22 references resolved against Field Map v0.2: LD-04 (LIVING_DEBATE); D2 (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 a96a8d78e92f9343299c76ddbb32c2a322afb9dd6ad4cb30a4624f1e7a5c36aa.
Repository-authored inputs (not Drive exports)
- SocioLens claim — LD04-SL-C11 v1.0 (v1.0) — written in the SocioLens repository by Project Lead (Claude, AI) on 2026-10-14; 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 14 October 2026 to build the LD-04 debate; a new Claim, first version, written from the project's LD-04 source notes, checked against full texts or official abstracts. Block “ENTRY 11 — LD04-SL-C11” SHA-256
246ea388212348653f958b3fac51c263676abec16a8950c05ce365054cb25a91; fixturefixtures/authored/claims/LD04-SL-C11--v1.0.
Builder decisions (not Drive data)
- VERSION = v1.0 — basis: Claim version taken from the repository-authored claim fixture version (SocioLens claim — LD04-SL-C11 v1.0); the first version of a new Claim of the LD-04 debate
- CURRENT_POINTER = true — basis: repository-authored claim "SocioLens claim — LD04-SL-C11 v1.0" (Project Lead (Claude, AI), 2026-10-14); 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 14 October 2026 to build the LD-04 debate; a new Claim, first version, written from the project's LD-04 source notes, checked against full texts or official abstracts
- FIELD_6_SOURCE_REFERENCE = SRC-SL-BASTANI-ET-AL-PNAS-2025--v1.0 — basis: field 6 of ENTRY 11 — LD04-SL-C11 cites "Bastani, Bastani, Sungu, Ge, Kabakcı & Mariman, “Generative AI without guardrails can harm learning: Evidence from high school mathematics,” PNAS 122(26), 2025"; the only field-6 segment of this ClaimVersion's repository-authored ledger block.
- SOURCE_PROVENANCE_PIN = SRC-SL-BASTANI-ET-AL-PNAS-2025--v1.0 — basis: explicit version-pinned public provenance of this ClaimVersion (Amendment v1.2 §6): the pinned field-6 Source record "Bastani, Bastani, Sungu, Ge, Kabakcı & Mariman, “Generative AI without guardrails can harm learning: Evidence from high school mathematics,” PNAS 122(26), 2025".