Co-occurrence of fabricated references with interview admissions grew from 3.1% to 15% of cases, reaching about 1 in 7 cases by 2025¶
Claim · All claims
Evidence · 1 study · associationalr2·q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person · recheck by 2031: baselines and conditions change
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
the rigour judged within that kind: what each code means.
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q2 i? Cases containing both fabricated-reference evidence and interview admissions rose from 3.1% to 15% across the study period. → Albert Munoz 2026
Evidence¶
Albert Munoz 2026¶
Albert Munoz, Mercedez Hinchcliff, Cameron Langfield and Ann Rogerson. (2026). How strong is the evidence in generative AI-related academic misconduct allegations? A mixed-methods analysis. International Journal for Educational Integrity. https://doi.org/10.1007/s40979-026-00235-9
q2 · i? · associational · r2
Descriptive temporal analysis of case records found rising co-occurrence of the two strongest evidence types; by 2025 "approximately 1 in 7 cases contained this co-occurrence". The percentages are descriptive with no reported test.
"Furthermore, increases in fabricated reference evidence are also seen in the co-occurrence with interview admissions, which grew from 3.1% to 15%."
Discussion¶
Related Claims¶
- Assertion-only allegations declined from 7.6% of evidence items in 2023 to approximately 2.5% by 2025 — related
- Evidence types differ systematically in probative value: detection outputs cluster at weak inferential force while admissions, observed exam behaviour and fabricated references carry the strongest profiles — related
- Conservative manual verification identified 30 hallucinated references across 14 papers in 2025 and 2026 computing education venues — related
- Verified hallucinated references at SIGCSE TS increased from 3 in the 2025 proceedings to 17 in the 2026 proceedings, appearing in 2.3% of 2026 papers — related
- GenAI-related misconduct allegations rose from 11.9% of all misconduct cases in 2023 to 36.9% in 2025 against a stable total caseload — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
fabricated-references-co-occur-with-admissions-growth |
title |
Co-occurrence of fabricated references with interview admissions grew from 3.1% to 15% of cases, reaching about 1 in 7 cases by 2025 |
description |
Co-occurrence of fabricated references with interview admissions grew from 3.1% to 15% of cases, reaching about 1 in 7 cases by 2025 |
status |
review |
evidence_strength |
weak |
newest_evidence |
2026 |
recheck_by |
2031 |
generated |
by process:wiki-ingest on 2026-10-11 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — albert-munoz-2026 |
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