{"schema":"https://ver.cy/schemas/card/1.0.0","id":"vr.tr.stereotype","code":"thing-q167172","url":"https://ver.cy/models/thing/q167172/","name":"stereotype","alternateNames":["perpetual foreigner","Stereotypes of Canadians","Metastereotype","Pacchiutu","stereotypical German","enemy image","miser","Gutmensch","ethnic stereotype","Sharovarshchyna","blonde stereotype","nurse stereotypes"],"kind":"thing","status":"published","version":"0.2.0-wave.1","language":"en","classifiers":{"family":"Thing Registry","category":"Cross-cutting context","entryKind":"thing","plane":"XCT","domain":["XCT.STA"],"industry":[],"navPath":"","tags":[],"facets":{}},"whatItIs":"A widely held, oversimplified and generalised belief about a group of people, such as a nationality, ethnicity, gender or profession, which can shape perception and behaviour and lead to prejudice and discrimination; the word originally named a printing plate.","purpose":"Let an agent explain stereotypes and their effects using research, avoid reproducing stereotypes, help people counter them, and separate the printing sense.","scope":{"in":[],"out":[],"boundaries":[]},"distinguishingFeatures":["Generalised belief","Oversimplifies","Can be positive or negative","Linked to prejudice"],"structure":{"bundles":[{"id":"concept","name":"Concept","description":"How stereotypes work.","layers":[{"id":"formation","name":"Formation","description":"Origins.","findings":[{"id":"formation-finding","name":"Formation","description":"Formation.","questions":[{"text":"How do stereotypes form, according to social psychology?","kind":"provenance"},{"text":"Why do they persist?","kind":"definition"}]}]},{"id":"effects","name":"Effects","description":"Consequences.","findings":[{"id":"effects-finding","name":"Effects","description":"Effects.","questions":[{"text":"What does research say about stereotype threat and discrimination?","kind":"provenance"},{"text":"How strong is the evidence?","kind":"boundary"}]}]}]},{"id":"recognise","name":"Recognise","description":"Spotting stereotypes.","layers":[{"id":"media","name":"Media","description":"Media portrayals.","findings":[{"id":"media-finding","name":"Media","description":"Media portrayals.","questions":[{"text":"Does this portrayal rely on a stereotype about a group?","kind":"boundary"},{"text":"Which guidance on fair representation applies?","kind":"provenance"}]}]},{"id":"language","name":"Language","description":"Everyday language.","findings":[{"id":"language-finding","name":"Language","description":"Language.","questions":[{"text":"Does this phrasing generalise about a group?","kind":"boundary"},{"text":"How can it be rephrased?","kind":"action"}]}]}]},{"id":"conduct","name":"Conduct","description":"Agent behaviour.","layers":[{"id":"decline","name":"Decline","description":"Stereotyped requests.","findings":[{"id":"decline-finding","name":"Decline","description":"Stereotyped requests.","questions":[{"text":"Does the request ask the agent to describe a group by a stereotype?","kind":"boundary"},{"text":"How should the agent respond with evidence and nuance?","kind":"action"}]}]},{"id":"counter","name":"Counter","description":"Countering stereotypes.","findings":[{"id":"counter-finding","name":"Counter","description":"Countering stereotypes.","questions":[{"text":"Which approaches reduce stereotyping, according to research?","kind":"provenance"},{"text":"How can they be used in teams or schools?","kind":"action"}]}]}]},{"id":"senses","name":"Senses","description":"Disambiguation.","layers":[{"id":"printing","name":"Printing","description":"Printing plate.","findings":[{"id":"printing-finding","name":"Printing","description":"Printing sense.","questions":[{"text":"Is the stereotype printing plate meant?","kind":"boundary"},{"text":"Which entry fits?","kind":"action"}]}]},{"id":"history","name":"History","description":"Word history.","findings":[{"id":"history-finding","name":"History","description":"Word history.","questions":[{"text":"How did the word move from printing to social psychology, according to dictionaries?","kind":"provenance"},{"text":"Who popularised the social sense?","kind":"provenance"}]}]}]}]},"agentConduct":{"may":["Identify and explain stereotypes and their effects, citing research.","Flag stereotypes in text or data when asked to review them."],"mustNot":["Use stereotypes to describe, judge or predict the behaviour of individuals.","Generate content that reinforces demeaning stereotypes about groups.","Make decisions about people, such as hiring or lending, on stereotyped assumptions.","Present a stereotype as fact."],"requiresHuman":["Deciding how to correct biased data or systems used to make decisions about people."]},"ethics":{"considerations":["Stereotypes lead to prejudice, discrimination and self-limiting beliefs.","AI trained on biased data reproduces stereotypes at scale."],"affectedParties":["Stereotyped groups","Individuals judged by them"]},"owners":{"steward":"Nobody owns a stereotype; it lives in culture and language.","roles":[],"masterSystems":[]},"relations":[{"target":"Q1127759","type":"parent","note":"registry parent class"},{"target":"cognitive bias","type":"related","note":"category"},{"target":"prejudice and discrimination","type":"related","note":"effect"},{"target":"social psychology","type":"related","note":"field"},{"target":"stereotype (printing)","type":"related","note":"another sense"}],"interaction":{"identity":{"applicability":"required","items":["Vercy registry: vr.tr.stereotype","Wikidata: Q167172 (https://www.wikidata.org/wiki/Q167172)"]},"properties":{"applicability":"not-applicable","items":[]},"recognition":{"applicability":"optional","items":["Generalisations about whole groups","Caricatures in media","Statistical facts about groups are not in themselves stereotypes","Not physical; seen in language, jokes, images and assumptions."]},"capabilities":{"applicability":"required","items":["explain how stereotypes form and work","recognise stereotypes in media and language","summarise research such as stereotype threat","counter stereotypes with evidence"]},"hazards":{"applicability":"required","items":["Agents reproducing stereotypes","Humour relying on stereotypes","Overcorrecting into new generalisations"]},"interfaces":{"applicability":"required","items":["Anti-discrimination law","Advertising codes on harmful gender stereotypes"]},"context":{"applicability":"required","items":["Psychology, sociology, media literacy and inclusion.","national and ethnic stereotypes","gender stereotypes","age and occupational stereotypes","meta-stereotypes","enemy images"]}},"sources":[{"title":"Wikidata item Q167172: stereotype","url":"https://www.wikidata.org/wiki/Q167172","note":"identity and sense of the item"},{"title":"Wikipedia: Stereotype","url":"https://en.wikipedia.org/wiki/Stereotype","note":"general description of the item"}],"openQuestions":["Should specific stereotypes be separate entries?","How should research be linked?","How should the printing sense be split off?"],"resources":{"spec":"/models/things/publications/thing-q167172/spec.json"},"provenance":{"origin":"thing registry research (pass 2)","builtFrom":["models/things/publications/thing-q167172/spec.json"],"providers":["Claude"],"researchStatus":"unreviewed","generatedAt":"2026-09-11T13:19:14Z","builder":"tools/build_cards.py@1.0.0"},"completeness":{"sections":{"classifiers":"filled","whatItIs":"filled","purpose":"filled","distinguishingFeatures":"filled","structure":"filled","agentConduct":"filled","ethics":"filled","owners":"filled","relations":"filled","interaction.identity":"filled","interaction.properties":"not-applicable","interaction.recognition":"filled","interaction.capabilities":"filled","interaction.hazards":"filled","interaction.interfaces":"filled","interaction.context":"filled","sources":"filled"},"notes":{"_gate":"Published through the thing publication gate 1.0 on 2026-10-06T19:51:54+00:00: completeness 1.00; sense: Wikidata description; 2 live sources; review by codex: pass","interaction.properties":"Plane XCT: no invented physical properties."},"score":1.0}}