{"meta":{"exportedAt":"2026-10-21T06:55:51.012Z","formatVersion":2,"selection":{"q":"sleep","system":"","harm":"","context":"","country":"","role":"","relation":"contextual","evidence":"","year":"","response":"","severity":"","verification":"","view":"incidents","sort":"added"},"totalIncidents":3,"coverage":{"cases":3,"countries":2,"languages":1,"unknownLocation":0,"locationPending":0,"unknownLanguage":0,"unknownDate":0,"lawsuits":1,"regulatory":0,"minors":0,"coreRelations":0,"contextualRelations":3,"mixedRelations":0,"unknownRelations":0,"relationPending":0,"relationUnknown":0},"countingNote":"Distinct public cases in this selection. People counts apply within individual cases only; cross-case person overlap has not been resolved. No population incidence estimate.","affectedCountNote":"Interpret person counts with affectedCountStatus and the reported effects. Unquantified zeros are placeholders, not a measured zero.","source":"AI incidents","publisher":"NOPE","url":"https://nope.net/incidents","license":"CC BY 4.0"},"incidents":[{"id":"2026-uk-training-firm-teachers-say-ai-rating-of-online-lessons-caused-stress-and-manager-questioning","caseFacts":{"claims":[{"id":"c1","status":"reported","evidence":[{"locator":"now have transcripts of online classroom sessions analysed and scored by an AI programmed to alert human managers when they are suspected of doing things wrong.","relation":"supports","source_id":"s1"}],"assertion":"Multiverse, a UK tech training company, has introduced an AI system that analyses and scores transcripts of its teachers' online classroom sessions and alerts managers when a teacher is suspected of doing something wrong.","causal_attribution":"The Guardian's account, based on teachers who spoke to it; Multiverse's response does not dispute that the system scores sessions."},{"id":"c2","status":"reported","evidence":[{"locator":"Its new AI teacher monitoring system tags each instructor by their “risk status”, calculates a “percentage confidence score” and produces written comments about teachers’ work for managers to see at a glance.","relation":"supports","source_id":"s1"}],"assertion":"The system tags each instructor with a risk status, calculates a percentage confidence score and writes comments about the teacher's work for managers.","causal_attribution":"The Guardian's description of the system's outputs."},{"id":"c3","status":"reported","evidence":[{"locator":"The workers said the AI monitoring had led to managers pulling them up for suspected “digressions” when in fact they were answering a student’s question.","relation":"supports","source_id":"s1"}],"assertion":"Teachers say the AI monitoring led managers to pull them up for suspected digressions when they were in fact answering a student's question.","causal_attribution":"Teachers' account relayed by the Guardian; no individual instance, date or outcome of such questioning is described, and Multiverse says only human managers write performance reviews."},{"id":"c4","status":"reported","evidence":[{"locator":"Teachers called the newly introduced system “remorseless” and “unnerving”, and said some staff were on edge, losing sleep and seeking therapy.; “Since all of this has come in, the stress level has been absolutely horrendous,” said one of several Multiverse teachers who spoke on condition of anonymity. “It has affected sleep, and not just for me.; “I feel like I’m under continuous scrutiny,” another said.","relation":"supports","source_id":"s1"}],"assertion":"Teachers describe stress, disrupted sleep and constant scrutiny since the AI monitoring began, and say some staff were on edge, losing sleep and seeking therapy.","causal_attribution":"Anonymous teachers attribute their stress to the AI monitoring; no clinical assessment is reported."},{"id":"c5","status":"reported","evidence":[{"locator":"Previously instructors were observed monthly by a human manager but are now watched for several hours a day by an AI.","relation":"supports","source_id":"s1"}],"assertion":"Teachers say that instead of a monthly observation by a human manager they are now watched by the AI for several hours a day.","causal_attribution":"The Guardian's account."},{"id":"c6","status":"reported","evidence":[{"locator":"Multiverse says the AI does not replace human judgment but “directs human time to where it’s needed most” by highlighting problems.; only human managers wrote teachers’ performance reviews.; “This agent provides instructors with improved advice on development and feedback; “The most consequential performance management action it can take is to recommend that a human personally reviews a session.”; They did not directly address complaints the system caused stress and anxiety and felt “remorseless”, but said its introduction was communicated in advance","relation":"supports","source_id":"s1"}],"assertion":"Multiverse says the AI does not replace human judgment, that only human managers write performance reviews, that the system's most consequential action is to recommend that a human review a session, and that its introduction was communicated in advance; it did not directly address the complaints about stress.","causal_attribution":"Multiverse's statements as relayed by the Guardian."}],"effects":[{"label":"stress, lost sleep and continuous scrutiny attributed by teachers to AI scoring of their lessons","claim_id":"c4","direction":"negative"},{"label":"managers questioned teachers over suspected digressions after AI monitoring (teachers' account)","claim_id":"c3","direction":"negative"}],"sources":[{"id":"s1","url":"https://www.theguardian.com/technology/2026/sep/28/teachers-euan-blair-firm-report-horrendous-stress-ai-used-to-rate-their-work","kind":"news_report","access":"read","language":"en","translation_note":"English article of 28 September 2026 read in full on 2026-10-21 by the research agent (an AI) (HTTP 200); no translation required. The Guardian interviewed several anonymous teachers, quotes the monitoring agent's instructions and Multiverse's spokesperson; the page also carries an anonymous teacher's first-person account.","independence_group":"guardian-multiverse-teacher-interviews"}],"version":1,"ai_roles":["institutional_use"],"contexts":["work"],"unknowns":["How many teachers were questioned by managers after AI flags, and whether any formal warning, performance outcome or dismissal followed.","Which AI model runs the monitoring agent.","When exactly the system was introduced; the article says only that it came in in recent weeks.","Whether any teacher raised a formal grievance or whether Multiverse has changed the system since the report."],"geography":{"basis":"The article says the monitored staff deliver apprenticeship training to UK public and private sector workers, so the monitored sessions are UK training; where the teachers themselves live is not stated.","court_countries":[],"event_countries":["GB"],"affected_person_countries":[]},"publication":{"basis":"Published as an ongoing workplace experience: the Guardian reports teachers' accounts that an AI system scoring their lessons led managers to question them and caused stress and lost sleep. The AI's own scores and alerts to managers are the reported cause; the accounts are attributed to anonymous teachers and the company's response is included.","reviewed_on":"2026-10-21"},"ai_involvement":{"basis":"The Guardian reports that the AI system itself scores transcripts of each teacher's online sessions, assigns each instructor a risk status and confidence score, writes comments on their work and alerts managers. Teachers say the monitoring led managers to pull them up for suspected digressions and that the continuous AI scoring caused their stress. The Guardian says bosses started using AI models for this, quotes the instructions given to the monitoring agent, and Multiverse's spokesperson describes the system as an agent whose most consequential action is to recommend that a human review a session. The outputs and their use by managers come from the teachers' accounts; Multiverse says only humans write performance reviews.","status":"reported"},"person_relations":["made_claim_about","informed_decision_about"]},"name":"Teachers at UK training firm Multiverse say AI rating of their online lessons caused severe stress and led managers to question them","summary":"The Guardian reported on 28 September 2026 that teachers at Multiverse, a UK company that delivers apprenticeship training in computer and AI skills, said an AI monitoring system introduced in recent weeks had caused them severe stress. According to the report, the system analyses and scores transcripts of teachers' online classroom sessions, tags each instructor with a risk status and a percentage confidence score, writes comments on their work and alerts managers when it suspects something is wrong. Teachers who spoke to the Guardian anonymously said the AI monitoring had led managers to pull them up for suspected digressions when they were answering students' questions, that they now felt under continuous scrutiny for several hours a day, and that some staff were on edge, losing sleep and seeking therapy. Multiverse said the AI does not replace human judgment, that only human managers write performance reviews, that the system's most consequential action is to recommend a human review of a session, and that its introduction was announced in advance; it did not directly address the complaints about stress. The accounts are the teachers', relayed by one newspaper.","incidentDate":"2026-01-01","incidentKind":"ongoing_experience","incidentDatePrecision":"year","exposurePattern":"repeated_interactions","reportedDate":"2026-09-28","aiSystem":"AI monitoring agent introduced by Multiverse that scores transcripts of teachers' online sessions, assigns each teacher a risk status and confidence score and alerts managers; the underlying model is not stated","aiProduct":"Unidentified AI teaching-monitoring agent","severity":"low","verificationStatus":"credible","harmCategories":[],"harmOutcomes":["psychological_distress","loss_of_autonomy"],"harmOutcomeSummary":"Teachers say an AI system scoring their online lessons led managers to question them over suspected digressions and caused severe stress, lost sleep and a sense of continuous scrutiny; some staff were reported to be seeking therapy (teachers' accounts relayed by the Guardian).","frameworkFacets":[],"causationStatus":"alleged","participantUsersAffectedMin":0,"otherPeopleHarmedMin":2,"affectedCountStatus":"partial","affectedCountEvidence":"Two teachers are quoted separately ('one teacher said' and 'another said') describing mental effects of the monitoring; the article adds that 'some staff' were on edge, losing sleep and seeking therapy, a number it does not give. The teachers are subjects of the AI monitoring, not its users.","victimAgeRange":"adult","jurisdiction":"GB","platformType":"other","outcomeStatus":"ongoing","primarySourceUrl":"https://www.theguardian.com/technology/2026/sep/28/teachers-euan-blair-firm-report-horrendous-stress-ai-used-to-rate-their-work","primarySourceLabel":"The Guardian, 28 September 2026: Teachers at Euan Blair firm report ‘horrendous stress’ after AI used to rate their work","firstPublishedAt":"2026-10-21T03:11:38.557089+00:00","updatedAt":"2026-10-21T03:11:38.557089+00:00","scopeVersion":"facts-v3","tags":["workplace-ai","ai-monitoring","employment","whistleblower"]},{"id":"2025-morristown-tennessee-flock-alpr-stolen-alert-vanity-plate-grandparents-handcuffed-gunpoint","caseFacts":{"claims":[{"id":"c1","status":"corroborated","evidence":[{"locator":"'both police officers had guns drawn on me as I was doing that,'; 'To be treated that way at gunpoint, handcuffed, humiliated,'","relation":"supports","source_id":"s1"},{"locator":"'Officers handcuffed them both, while'; 'After the couple was handcuffed, it was discovered that the vehicle identification number on the Expedition'","relation":"supports","source_id":"s2"}],"assertion":"Morristown police stopped the couple, held them at gunpoint and handcuffed them both, while their 3-year-old granddaughter remained in the car.","causal_attribution":"The couple's account to WATE; police records reviewed by Business Insider record the handcuffing and the high-risk stop, and the department told WATE that high-risk protocol is common in felony investigations."},{"id":"c2","status":"reported","evidence":[{"locator":"'The officers received a Flock alert that the plate was stolen.'; 'It had already been recovered, but it was never removed from the system.'; 'their license plate number was recorded as a zero, not the letter O.'","relation":"supports","source_id":"s2"},{"locator":"'In Claiborne County, a Ford F-150 was reported stolen.'","relation":"supports","source_id":"s1"}],"assertion":"Officers received a Flock alert that the plate was stolen; the Flock summary recorded the couple's plate with a zero instead of the letter O, matching a stolen pickup that had already been recovered but was never removed from the system.","causal_attribution":"Business Insider from police records; WATE confirms the stolen pickup but does not mention Flock."},{"id":"c3","status":"disputed","evidence":[{"locator":"'However, using either character, the license plate shows as a stolen vehicle in the crime information database.'","relation":"supports","source_id":"s1"},{"locator":"'officers used information from the National Crime Information Center (a state database, not the license plate reader database) as our protocol requires'","relation":"supports","source_id":"s2"}],"assertion":"The police department says the officer ran the tag as displayed, with an O, and that with either character the plate shows as stolen in the crime information database; the chief says officers relied on the National Crime Information Center as protocol requires.","causal_attribution":"Police account; it disputes that the license-plate reader determined the stop, against Business Insider's account of the Flock alert."},{"id":"c4","status":"reported","evidence":[{"locator":"'I really thought if I get shot today'; 'I had a laser beam on my chest at one point,'; 'so I was crying,'","relation":"supports","source_id":"s1"}],"assertion":"The grandfather said he thought he might be shot and felt humiliated; the grandmother said she had a laser sight on her chest at one point and was crying as she heard her granddaughter calling for her.","causal_attribution":"Their own account to WATE."},{"id":"c5","status":"reported","evidence":[{"locator":"'She has regressed to sleeping with her parents'; 'didn’t want to get in my vehicle'","relation":"supports","source_id":"s1"}],"assertion":"The grandmother told WATE that since the stop the granddaughter has regressed to sleeping with her parents, keeps repeating 'baby in the car', and did not want to get into her vehicle.","causal_attribution":"The grandmother's account to WATE."}],"effects":[{"label":"both grandparents held at gunpoint and handcuffed while their 3-year-old granddaughter stayed in the car","claim_id":"c1","direction":"negative"},{"label":"grandfather feared being shot and felt humiliated; grandmother says she was crying","claim_id":"c4","direction":"negative"},{"label":"3-year-old granddaughter left alone in the car; her grandmother says she has since regressed and is afraid to get into the vehicle","claim_id":"c5","direction":"negative"}],"sources":[{"id":"s1","url":"https://www.wate.com/news/top-stories/couple-handcuffed-in-morristown-due-to-license-plate-mix-up/","kind":"local_tv_news","access":"read","language":"en","translation_note":"Read on 2026-10-04 from the Internet Archive 2026 capture (WATE, June 2025; Google News dates it 11 June 2025); the live site returned HTTP 403. Interview with the couple and a police department statement; does not mention Flock.","independence_group":"wate-morristown-interview"},{"id":"s2","url":"https://www.businessinsider.com/flock-safety-alpr-cameras-misreads-2026-3","kind":"news_report","access":"read","language":"en","translation_note":"Read live on 2026-10-04 (Business Insider, 9 March 2026); full text present in the served page. Draws on police records including the Flock investigative summary, an interview and the police chief.","independence_group":"business-insider-records-review"}],"version":1,"ai_roles":["institutional_use"],"contexts":["justice"],"unknowns":["The exact date of the stop; WATE says a Monday morning and Business Insider says June 2025.","Whether the Flock camera misread the letter O as a zero or matched a hotlist entry under a normalized character; Business Insider reports only that the summary recorded a zero.","Whether any complaint or claim was filed."],"geography":{"basis":"The stop was made by Morristown, Tennessee, police (WATE; Business Insider); the couple are described as earlier stopped in Bean Station and visited at home by officers, both in East Tennessee. No court proceeding is reported.","court_countries":[],"event_countries":["US"],"affected_person_countries":["US"]},"publication":{"basis":"Published under the 2026-09-15 charter as an institutional-use case: WATE reports the couple's account of being held at gunpoint and handcuffed with their granddaughter in the car, and Business Insider reports from police records that a Flock alert flagged the plate and recorded it with a zero. The police say the stop rested on the crime information database; that dispute is recorded. None of the family is named here.","reviewed_on":"2026-10-04"},"ai_involvement":{"basis":"Business Insider, citing police records, reports that officers received a Flock alert that the plate was stolen and that the Flock summary recorded the plate with a zero; the deputy chief's earlier email warned that Flock misreads plates. The police department says the officer confirmed the hit in the crime information database, where the plate shows as stolen with either character, and the chief says officers relied on that database. The stale stolen-vehicle record and the armed stop were human and institutional decisions; how far the reader's alert determined the stop is disputed.","status":"reported"},"person_relations":["made_claim_about"]},"name":"Morristown, Tennessee: police held a grandmother and grandfather at gunpoint and handcuffed them in June 2025, with their 3-year-old granddaughter left in the car, after a Flock alert flagged the grandmother's vanity plate, which matched a recovered stolen pickup's plate spelled with a zero; police say the stop rested on the crime database","summary":"In June 2025 Morristown, Tennessee, police stopped a couple driving their 3-year-old granddaughter to a doctor's appointment, held them at gunpoint and handcuffed them both. The grandmother's personalized plate spelled a nickname with the letter O; a Ford F-150 reported stolen in Claiborne County carried the same word spelled with a zero. Business Insider reported in March 2026 that officers received a Flock alert that the plate was stolen, that the Flock investigative summary recorded the couple's plate with a zero, and that the stolen pickup had already been recovered but was never removed from the system. The police department told WATE that the officer ran the tag as displayed, with an O, and that with either character it showed as stolen in the crime information database; the police chief told Business Insider that officers relied on the National Crime Information Center as protocol requires. The grandfather told WATE that he thought he might be shot and felt humiliated, and the grandmother said she was crying as she heard her granddaughter calling for her.","incidentDate":"2025-06-01","incidentKind":"single_event","incidentDatePrecision":"month","exposurePattern":"single_interaction","reportedDate":"2025-06-11","aiSystem":"Flock Safety automated license-plate-reader camera system whose alert flagged the couple's plate as stolen and whose investigative summary recorded the plate with a zero for the letter O (Business Insider, citing police records)","aiProduct":"Flock Safety license plate readers","aiCompany":"Flock Safety","severity":"medium","verificationStatus":"credible","harmCategories":[],"harmOutcomes":["loss_of_liberty","psychological_distress"],"harmOutcomeSummary":"Both grandparents were held at gunpoint and handcuffed while their 3-year-old granddaughter stayed in the car; the grandfather said he feared being shot and felt humiliated, and the grandmother said she was crying (WATE; Business Insider). The grandmother says the granddaughter has since regressed to sleeping with her parents and did not want to get into her vehicle (WATE). Police dispute that the license-plate reader determined the stop.","frameworkFacets":[],"causationStatus":"disputed","participantUsersAffectedMin":0,"otherPeopleHarmedMin":3,"affectedCountStatus":"exact","affectedCountEvidence":"Three people: the grandparents, both held at gunpoint and handcuffed (WATE; Business Insider), and their 3-year-old granddaughter, left terrified and alone in the car (Business Insider), who the grandmother says has since regressed to sleeping with her parents and did not want to get into her vehicle (WATE). Exact 3.","victimAgeRange":"unknown","jurisdiction":"US-TN","platformType":"other","outcomeType":"media_coverage","outcomeStatus":"resolved","primarySourceUrl":"https://www.wate.com/news/top-stories/couple-handcuffed-in-morristown-due-to-license-plate-mix-up/","primarySourceLabel":"WATE 6 On Your Side, June 2025: Couple handcuffed in Morristown due to license plate mix-up","firstPublishedAt":"2026-10-04T03:32:02.866389+00:00","updatedAt":"2026-10-04T03:32:02.866389+00:00","scopeVersion":"facts-v3","tags":["flock","alpr","license-plate-reader","vanity-plate","stale-hotlist","wrongful-stop","gunpoint","tennessee","morristown","justice","made-claim-about"]},{"id":"2026-newby-adelphi-ai-detector-vacated","caseFacts":{"claims":[{"id":"c1","status":"corroborated","evidence":[{"locator":"'In November 2024, Newby submitted a paper on Christianity and Islam'; 'Oelze gave the paper a grade of zero, according to court filings, in part because he thought it was AI-generated'; 'According to the lawsuit, Adelphi relied in part on AI detection software'; 'Turnitin's AI detector marked the essay as fully AI-written, but Newby ran it through two other detectors that said it was written by a human, court records show'.","relation":"supports","source_id":"s1"},{"locator":"'Adelphi University says an AI detection software flagged 19-year-old Orion Newby's work and claims the paper was \"too advanced\" for the first-year student'; 'That paper earned him a zero'.","relation":"supports","source_id":"s2"}],"assertion":"In November 2024 Newby submitted a paper on Christianity and Islam for the fall 2024 World Civilizations 1 class; the professor graded it zero in part because he thought it was AI-generated, and Adelphi, per the lawsuit, relied in part on AI-detection software — court records show Turnitin's detector marked the essay as fully AI-written while two other detectors scored it human.","causal_attribution":"The detector results and the lawsuit's contents are attributed to court filings as carried by Newsday; the professor's suspicion is attributed to court filings and ABC7."},{"id":"c2","status":"corroborated","evidence":[{"locator":"'University officials ordered Newby to attend a plagiarism workshop — which, while considered a \"nondisciplinary\" punishment, could have resulted in suspension or expulsion if he was found to have committed a second offense'; 'The university's denial of Newby's appeal left the family \"no choice\" but to sue'.","relation":"supports","source_id":"s1"},{"locator":"'Adelphi told him he had to take an anti-plagiarism course, and until he did, he couldn't enroll in other classes. That's when his family sued.'","relation":"supports","source_id":"s2"}],"assertion":"Newby was ordered to attend a plagiarism workshop — a 'nondisciplinary' punishment that could have led to suspension or expulsion on a second offense — was told he could not enroll in other classes until he complied, and his appeal was denied; the family sued in October 2025.","causal_attribution":"Both chains independently carry the workshop order and the enrollment block (Newsday from the ruling stage, ABC7 from the filing stage)."},{"id":"c3","status":"documented","evidence":[{"locator":"'state Supreme Court Judge Randy Sue Marber in Nassau County wrote on Jan. 28. The school must expunge his record, the judge ruled'; 'were \"without valid basis and devoid of reason\"'.","relation":"supports","source_id":"s1"},{"locator":"Inside Higher Ed's relay describes a 'federal judge' — erroneous; Judge Marber's state Supreme Court decision controls.","relation":"contradicts","source_id":"s3"}],"assertion":"On 28 January 2026, New York State Supreme Court Judge Randy Sue Marber in Nassau County ruled that Adelphi's finding and its denial of his appeal were 'without valid basis and devoid of reason' and ordered the school to expunge his record.","causal_attribution":"The ruling is documented by Newsday's report quoting the decision; the IHE forum error is recorded explicitly. The decision text itself was not fetched (Newsday's account is the inspected record)."},{"id":"c4","status":"corroborated","evidence":[{"locator":"'treated since he was about 2 years old for learning and neurological disabilities that include language and auditory processing disorders and attention deficit hyperactivity disorder'; 'He had worked on it with a tutor from Bridges to Adelphi, the university's $5,000-a-semester program'.","relation":"supports","source_id":"s1"},{"locator":"'Newby has learning differences... issues specifically with language processing. At Adelphi, he's in a special program with extra support'; 'I told him I worked 15 to 20 hours with tutors'.","relation":"supports","source_id":"s2"}],"assertion":"Newby has been treated since about age two for learning and neurological disabilities — language and auditory processing disorders and ADHD — and wrote the paper with a tutor from Bridges to Adelphi, the university's own $5,000-a-semester disability-support program, working 15-20 hours with tutors.","causal_attribution":"The disability and support details come from his mother's and his own accounts, carried by both chains."},{"id":"c5","status":"reported","evidence":[{"locator":"'The family has spent six figures on legal costs, she said'; Lesko passages ('bellwether example'; 'I can't tell you how many parents have reached out to us with similar issues').","relation":"supports","source_id":"s1"}],"assertion":"The family spent six figures on legal costs; attorney Mark Lesko called the ruling a 'bellwether example' and said many parents had contacted him with similar issues.","causal_attribution":"The mother's and the attorney's accounts; the 'many parents' figure is unquantified and no other persons are counted."}],"effects":[{"label":"false AI-plagiarism accusation with academic and financial consequences until a court ordered expungement","claim_id":"c2","direction":"negative"},{"label":"recovery: court cleared his record; he continues at Adelphi as a second-year history major","claim_id":"c3","direction":"positive"}],"sources":[{"id":"s1","url":"https://www.newsday.com/long-island/education/adelphi-university-ai-plagiarism-lawsuit-oh07enyz","kind":"news_report","access":"read","language":"en","translation_note":"Read in English on 2026-09-15 (datePublished 2026-02-09T10:00Z; 48 paragraphs).","independence_group":"newsday"},{"id":"s2","url":"https://abc7ny.com/post/adelphi-student-long-island-sues-university-allegations-he-used-ai-write-essay/17980409/","kind":"local_tv_news","access":"read","language":"en","translation_note":"Read in English on 2026-09-15 (datePublished 2025-10-10T20:54Z).","independence_group":"abc7"},{"id":"s3","url":"https://www.insidehighered.com/news/quick-takes/2026/02/11/adelphi-student-wins-ai-plagiarism-lawsuit","kind":"trade_press_relaying_newsday","access":"read","language":"en","translation_note":"Read in English on 2026-09-15 (2026-02-11). Relays Newsday; its 'federal judge' phrase is erroneous — Judge Marber sits in the state Supreme Court, and the claim records the discrepancy.","independence_group":"newsday"}],"version":1,"ai_roles":["institutional_use"],"contexts":["education","justice","accessibility"],"unknowns":["The decision text was not fetched; the ruling is recorded through Newsday's account quoting the judge.","The similarity scores Turnitin returned and the university's full decision letter are not public in the inspected sources.","Whether Adelphi changed its AI-detection or appeals policies afterward is not reported.","The first-person Times account (28 Aug 2026) is paywalled and was not inspected; his later reflections are therefore not claimed.","The workshop's completion status after the ruling (moot after expungement) is not reported."],"geography":{"basis":"Event: Adelphi University, Garden City, New York. Affected person: Newby, a student there living in Lido Beach, NY. Court: New York State Supreme Court, Nassau County.","court_countries":["US"],"event_countries":["US"],"affected_person_countries":["US"]},"publication":{"basis":"Published under the 2026-09-15 charter as an institutional automated-decision case (made_decision_about / made_claim_about): a detector-driven false accusation with court-vacated sanctions. Newby and his parents spoke publicly; his disability is recorded because it is central to the case's facts (the university's own support program produced the writing process the detector misread), not as a label.","reviewed_on":"2026-09-15"},"ai_involvement":{"basis":"The lawsuit records that Adelphi relied in part on AI-detection software; court records show Turnitin's detector marked the essay as fully AI-written while two other detectors scored it human (Newsday). The university's process, not the tool alone, produced the sanction — recorded in the harm mechanism.","status":"supported"},"person_relations":["made_decision_about","made_claim_about"]},"name":"Adelphi accused Orion Newby of AI plagiarism after a detector flagged his paper; a Nassau County judge ordered the finding expunged","summary":"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.","incidentDate":"2024-11-01","incidentEndDate":"2026-01-28","incidentKind":"bounded_series","incidentDatePrecision":"range","exposurePattern":"single_interaction","reportedDate":"2025-10-10","aiSystem":"Turnitin AI-detection software (and the university's reliance on it)","aiProduct":"Turnitin AI-text detector","aiCompany":"Turnitin","severity":"medium","verificationStatus":"verified","harmCategories":[],"harmOutcomes":["educational_harm","financial_loss","psychological_distress"],"harmOutcomeSummary":"A false AI-plagiarism finding brought a zero, a plagiarism-workshop order one step from suspension, sleepless nights, and a year-plus fight costing six figures to clear his record — despite two other detectors scoring the paper human and the writing help coming from the university's own disability program.","frameworkFacets":[],"causationStatus":"supported","participantUsersAffectedMin":0,"otherPeopleHarmedMin":1,"affectedCountStatus":"exact","affectedCountEvidence":"One documented harmed person: Newby, the subject of the detector-driven accusation (court ruling and Newsday/ABC7 reporting). Other students mentioned by his attorney ('many parents have reached out') are unquantified and not counted.","victimAgeRange":"adult","jurisdiction":"US","platformType":"other","outcomeType":"lawsuit_filed","outcomeStatus":"resolved","primarySourceUrl":"https://www.newsday.com/long-island/education/adelphi-university-ai-plagiarism-lawsuit-oh07enyz","primarySourceLabel":"Newsday (9 Feb 2026) — the ruling, the judge's words, the family and attorney accounts, the disability and Bridges program detail","firstPublishedAt":"2026-09-15T09:31:23.493757+00:00","updatedAt":"2026-09-30T01:17:46.697576+00:00","scopeVersion":"facts-v3","tags":["made-decision-about","made-claim-about","ai-detector","turnitin","education","disability","court-win","new-york"]}]}