AI-detection tool outputs as submitted evidence collapsed to 0.5% of items in 2025 after peaking at 8.8% in 2024¶
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Evidence · 1 study · associationalr2·q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
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q2 i? The proportion of coded evidence items from AI-detection tools fell from 8.8% in 2024 to 0.5% (n = 5) in 2025. → 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
Temporal analysis of coded evidence items found detector outputs nearly disappeared as submitted evidence; the article links this to "the growing institutional recognition that such outputs cannot discharge the balance of probabilities standard". Descriptive percentages only.
"Having grown from 5.8% of items in 2023 to 8.8% in 2024, AI-detection tool outputs fell to 0.5% in 2025 ( n = 5 in 2025)."
Discussion¶
Related Claims¶
- 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
- Assertion-only allegations declined from 7.6% of evidence items in 2023 to approximately 2.5% by 2025 — 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
- Simple paraphrasing and self-editing counter-measures collapse AI detection rates to near-random levels — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
ai-detection-evidence-near-disappeared-2025 |
title |
AI-detection tool outputs as submitted evidence collapsed to 0.5% of items in 2025 after peaking at 8.8% in 2024 |
description |
AI-detection tool outputs as submitted evidence collapsed to 0.5% of items in 2025 after peaking at 8.8% in 2024 |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
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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