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Item Privacy-Aware, Public-Aligned : Embedding Risk Detection and Public Values into Scalable Clinical Text De-Identification for Trusted Research Environments(ArXiv, 2025-06-01) Casey, Arlene; Dunbar, Stuart; Gruber, Franz; McInerney, Samuel; Falis, Matúš; Linksted, Pamela; Wilde, Katie; Harrison, Kathy; Hamilton, Alison; Cole, Christian; University of Aberdeen.Applications Management; University of Aberdeen.Aberdeen Centre for Health Data Science; University of Aberdeen.Grampian Data Safe Haven (DaSH); University of Aberdeen.Farr AberdeenItem A National Network of Safe Havens : Scottish Perspective(2022-03-09) Gao, Chuang; McGilchrist, Mark; Mumtaz, Shahzad; Hall, Christopher; Anderson, Lesley Ann; Zurowski, John; Gordon, Sharon; Lumsden, Joanne; Munro, Vicky; Wozniak, Artur; Sibley, Michael; Banks, Christopher; Duncan, Chris; Linksted, Pamela; Hume, Alastair; Stables, Catherine L; Mayor, Charlie; Caldwell, Jacqueline; Wilde, Katie; Cole, Christian; Jefferson, Emily; University of Aberdeen.Aberdeen Centre for Health Data Science; University of Aberdeen.Other Applied Health Sciences; University of Aberdeen.Grampian Data Safe Haven (DaSH); University of Aberdeen.Relationship Management; University of Aberdeen.Farr Aberdeen