2024United StatesGaggle
The Lawrence, Kansas, school district began using Gaggle, a student-monitoring service, on school accounts in November 2023. A federal lawsuit filed on 1 August 2025 by current and former students alleges that Gaggle, which the complaint says operates through artificial intelligence that flags items for review by Gaggle moderators, flagged original photography assignments uploaded by art and photography students. According to the complaint, in early 2024 security officers took students out of class to the front office of a Lawrence high school, where administrators told them their images had been flagged by Gaggle for indecent exposure and child pornography; an assistant principal accused a photography student of having such material, refused to let her view the images, and questioned her about them from memory, and administrators admitted they had not seen the flagged content. The student told them she had uploaded that day a photography assignment showing a fully clothed friend; the complaint says the flagged content consisted of original photographs taken for class assignments, that students found their photographs removed from their school accounts only by comparing them with personal backups, that one student had to explain each image in her portfolio to district staff and became concerned that future assignments would bring more scrutiny, and that the district restored the images only after months of advocacy. The Associated Press, in reporting that included an analysis of the district's Gaggle alert records, said the photos had been automatically deleted and that students with backups showed it was a false alarm, and that district officials said they later adjusted the software's settings to reduce false alerts. On 8 April 2026 the federal court dismissed, on qualified immunity, the claims against the assistant principal and another official, saying it had found no law establishing that a school official cannot rely on an AI surveillance flag to call in a student for questioning; other claims against the district continue, and the docket shows depositions noticed in October 2026.
Contextual tracker case Medium reported severity Lawsuit Ongoing
AI involvement reported · Causal attribution alleged · 5 sources · Added 27/10/2026
9 Oct 2024 to 5 Dec 2024United StatesGaggle (reported)
On 9 October 2024 a Marana Unified School District pupil in Arizona, typing at home on a school Chromebook in front of his mother, wrote a threat-like joke about shooting up the school in a draft email to a teacher and deleted it without sending it, according to his family's federal lawsuit. The family says Gaggle, the AI-based monitoring software the district used, flagged it: the principal received a Gaggle notification with a photograph of the screen and, with the school resource officer, called the mother within the hour. The family says the pupil was suspended for ten days, a long-term suspension hearing imposed 45 days reducible to eleven with counselling, and the superintendent finally affirmed a nine-day suspension in December 2024. In March 2026 the District of Arizona let the family's First Amendment claim proceed and dismissed its procedural due process claims. The district declined to comment to the press.
Contextual tracker case Low reported severity Involving minors Lawsuit Ongoing
AI involvement reported · Causal attribution alleged · 3 sources, 2 underlying accounts · Added 23/10/2026
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
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