Claims

Both detectors achieved substantially lower accuracy on scientific writing than on humanities texts

Claim · All claims
Evidence · 1 study · associational r2 · q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person · recheck by 2029: tool and model accuracy changes quickly

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.

This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.

q2 i? Both detectors showed substantially higher accuracy on humanities than science texts (Turnitin 0.86 vs 0.51; Originality 0.96 vs 0.58), with statistically significant genre associations (Turnitin χ²(1)=19.109, p=0.000; Originality χ²(1)=26.429, p=0.000). → Mohammad Hadra 2026

Evidence

Mohammad Hadra 2026

Mohammad Hadra, Karleen Cambridge and Mostefa Mesbah. (2026). Evaluating the accuracy and reliability of AI content detectors in academic contexts. International Journal for Educational Integrity. https://doi.org/10.1007/s40979-026-00213-1

q2 · i? · associational · r2

Chi-square analysis of classification correctness across genre (57 humanities, 135 science texts) in the 192-text dataset. Table 4 reports Turnitin accuracy 0.86 humanities vs 0.51 science and Originality 0.96 vs 0.58; the article reports "Turnitin results yielded χ² (1) = 19.109, p = 0.000".

"Pearson’s Chi-square analyses confirmed that the association between text genre and classification accuracy was statistically significant for both detectors; Turnitin results yielded χ² (1) = 19.109, p = 0.000, and for Originality χ² (1) = 26.429, p = 0.000."

Discussion

Page metadata
Field Value
type claim
id detectors-lower-accuracy-scientific-writing
title Both detectors achieved substantially lower accuracy on scientific writing than on humanities texts
description Both detectors achieved substantially lower accuracy on scientific writing than on humanities texts
status review
evidence_strength moderate
newest_evidence 2026
recheck_by 2029
generated by process:wiki-ingest on 2026-10-10
trust unverified — no one has confirmed this page's content
sources 1 — mohammad-hadra-2026

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