2020NetherlandsProctorio
During the 2020/21 academic year, when exams at VU Amsterdam were held online because of the pandemic, some exams required students to run Proctorio proctoring software, which according to the Netherlands Institute for Human Rights used face-detection algorithms during a pre-exam webcam check to judge whether the student was in view. A master's student says the software had trouble recognising her, that she regularly received 'face not found' or 'room too dark' messages, lost time, shone a bright lamp into her face while taking exams, and experienced stress and a feeling of insecurity; she suspected the failures were linked to her dark skin and complained to the Institute in July 2022. In an interim ruling of 7 December 2022 the Institute found sufficient indications for a presumption of discrimination. In its final ruling of 17 October 2023 it found that the university had proved it had not discriminated against her by using Proctorio: on the exam where her setup took longer than average (31 March 2021), the webcam check failed three times and she passed within eight seconds after the helpdesk advised her to remove her glasses, a known Proctorio problem the Institute treated as unrelated to skin colour; a restart during that exam was very likely caused by an unstable internet connection; and it considered it plausible that she had no need to keep a lamp shining in her face for long periods. It found that the university had discriminated in handling her complaint, which took from 1 October 2021 to 11 May 2022 to be taken up. The university apologised that she had not felt heard.
Contextual tracker case Low reported severity Regulatory Action
AI involvement reported · Causal attribution disputed · 4 sources · Added 28/10/2026
2025RussiaAntiplagiat AI-text detector
RAPSI and BIZNES Online reported on 8 and 10 June 2026 that the Supreme Court of Tatarstan upheld a ruling that a private Moscow university unlawfully expelled a distance-learning student in 2025 over suspected use of AI in her graduation thesis. According to the university's representatives in court as reported, the Antiplagiat.Vuz system first showed about 41% (41.91%) AI-generated text, her supervisor then said the word order had been deliberately disturbed in more than 70% of the text, and a third check showed 11.92%. BIZNES Online also reports, from the court documents, that a university representative told the court the supervisor does not operate the checking system and had not in fact analysed the text for neural-network generation, and could not explain how the system distinguishes borrowed text from AI generation. The university refused the revised work as late (uploaded on Monday 9 June 2025 against a deadline of 8 June) and expelled her; the department's protocol cited a breach of good-faith work in the Antiplagiat.Vuz system. She denied using AI. In January 2026 the Vakhitovsky District Court of Kazan held the expulsion unlawful, ordered her reinstatement for a check of her thesis and, if it met the originality threshold, admission to the defence, and awarded 40,000 roubles in moral damages and a 20,000-rouble fine. The Supreme Court of Tatarstan dismissed the university's appeal: it held that the probabilistic report had not been checked by a competent expert and could not be the sole proof of bad faith, noted that the same text was classified as AI-generated in one report and not in another, and found no evidence that any flagged fragments resulted from her deliberate acts rather than her sources or an incorrect algorithm. The courts also held the deadline had been miscounted.
Contextual tracker case Medium reported severity Lawsuit Filed
AI involvement supported · Causal attribution supported · 3 sources, 1 underlying account · Added 25/10/2026
2024AustraliaTurnitin AI-text detector
The ABC reported on 9 October 2025 that Australian Catholic University (ACU) registered nearly 6,000 cases of alleged academic misconduct across its nine campuses in 2024, according to internal documents, and that about 90 per cent of the referrals related to AI use. The ABC reports that the university's case against a final-year paramedic student hinged on a single AI-generated report that, the student said, marked 84 per cent of an essay as AI-written; the student produced dozens of pages of evidence and the ABC describes the student as wrongly accused. Students the ABC spoke to said they were notified at the end of semester, had little time to respond and waited months to be cleared, and the ABC saw emails asking students for handwritten notes and internet search histories. A final-year nursing student was cleared after six months, during which her transcript read 'results withheld'; she believes this cost her a graduate position, and the report does not say what evidence prompted her referral. The ABC says internal documents show ACU knew of problems with the detector for more than a year before abandoning the Turnitin tool in March. ACU's deputy vice-chancellor called the figures substantially overstated, said cases resting solely on Turnitin's AI detection were dismissed immediately, acknowledged investigations were not always timely and said the university regretted the impact on some students.
Contextual tracker case Low reported severity Media Coverage
AI involvement reported · Causal attribution alleged · 2 sources, 1 underlying account · Added 06/10/2026
Event date unknownUnited StatesTurnitin AI-text detector (reported)
The University Press, Florida Atlantic University's student newspaper, reported on 29 September 2026 the accounts of two students who say they were penalised over AI-detection flags. A computer science sophomore submitted a paper 'last year' and received a zero after the professor flagged it for AI use after applying it to Turnitin; after the student emailed the professor, the grade was improved. The student says that when they ran the paper through a detector, it said the writing was overly human-sounding. A senior sociology major was accused of using AI on an essay and received a zero with little communication from the professor; after the student emailed to say no AI was used, the professor waived the penalty and gave a 50. The newspaper describes the second student's grade as due to a false AI detection and does not name the tool in that case. No professor's or university account of either case is reported.
Contextual tracker case Low reported severity
AI involvement reported · Causal attribution alleged · 1 source · Added 05/10/2026
Event date unknownUnited StatesFlock Safety license plate readers
KAKE News reported on 30 January 2024 that a Kansas couple whose minivan carries a four-digit University of Kansas alumni specialty plate were pulled over twice after Flock cameras flagged their plate number as belonging to a stolen vehicle. A stolen GMC pickup had a temporary tag with the same number, and the stolen-vehicle entry recorded the wrong plate type. In Colwich, Kansas, police stopped the wife after an alert from a Flock camera at the edge of town; the officer knew her vehicle and the problem was quickly found. About a month later, according to the husband, another Flock camera alerted police in Catoosa, Oklahoma, where officers blocked the couple's van in a parking lot, pointed drawn guns at them, ordered the husband out and onto his knees and handcuffed him. He said he was scared, and the couple say they worry such a stop could have devastating consequences for someone. Wichita police told KAKE that Flock cameras report only the plate's numbers and letters, not its type, and that the department had spoken with Flock about training its AI to recognize plate backgrounds.
Contextual tracker case Medium reported severity Media Coverage
AI involvement supported · Causal attribution supported · 1 source · Added 04/10/2026
Nov 2023VietnamUnidentified AI writing tool and Turnitin (reported)
In November 2023 a student at the Ho Chi Minh City University of Foreign Languages and Information Technology (HUFLIT) wrote on the university's anonymous confessions page that a writing-course essay had been returned with 50 percent of the marks deducted because the lecturer found it had been written with AI. The student said the lecturer had warned that AI-written essays would be treated as plagiarism if detected, had not expected detection, and learned from the lecturer that Vietnamese-to-English translation software could also be counted as AI use when checked with specialised plagiarism software; the student did not know whether the course could still be passed. The vice-rector told Tuoi Tre that the lecturer had told students before the assignment not to use AI applications, that the course tests independent writing, that using an AI support tool breached academic-integrity rules, and that the deduction was appropriate, while noting the university had no formal document on sanctions for AI use. A university representative told Thanh Nien and Dan Tri that the university does not ban AI but requires transparency about tools used, uses paid AI-detection services when necessary, and had not received a formal complaint from the student; a later report said the university had bought Turnitin licences for lecturers to check AI use in essays.
Core + contextual relations Low reported severity Internal Action
AI involvement supported · Causal attribution supported · 5 sources, 4 underlying accounts · Added 20/09/2026
1 Nov 2024 to 28 Jan 2026United StatesTurnitin AI-text detector
Orion Newby, an Adelphi University first-year student with language and auditory processing disabilities, received a zero in November 2024 on a World Civilizations paper after the professor suspected it was AI-generated and the university relied in part on AI-detection software; he was ordered to attend a plagiarism workshop and his appeal was denied, leaving him one finding from suspension or expulsion. Newby — who had written the paper with 15-20 hours of tutor support through the university's own disability program — said the detectors flagged his citations, and two other detectors scored the paper as human. After the family sued, New York State Supreme Court Judge Randy Sue Marber in Nassau County ruled on 28 January 2026 that Adelphi's finding and its denial of his appeal were 'without valid basis and devoid of reason' and ordered his record expunged. The family spent six figures on legal costs.
Contextual tracker case Medium reported severity Lawsuit Filed
AI involvement supported · Causal attribution supported · 3 sources, 2 underlying accounts · Added 15/09/2026