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Federated Analysis With Differential Privacy in Oncology Research: Longitudinal Observational Study Across Hospital Data Warehouses.

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Title: Federated Analysis With Differential Privacy in Oncology Research: Longitudinal Observational Study Across Hospital Data Warehouses.
Authors: Ryffel T; Arkhn, 9, rue d'Alexandrie, Paris, 75002, France., Créquit P; Hôpital Foch, Suresnes, France., Baillet M; Arkhn, 9, rue d'Alexandrie, Paris, 75002, France., Paumier J; Arkhn, 9, rue d'Alexandrie, Paris, 75002, France., Marfoq Y; Arkhn, 9, rue d'Alexandrie, Paris, 75002, France., Girardot O; Arkhn, 9, rue d'Alexandrie, Paris, 75002, France., Chanet T; Arkhn, 9, rue d'Alexandrie, Paris, 75002, France., Sy R; Arkhn, 9, rue d'Alexandrie, Paris, 75002, France., Bayssat L; Arkhn, 9, rue d'Alexandrie, Paris, 75002, France., Mazières J; Centre Hospitalier Universitaire de Toulouse, Service de Pneumologie, Toulouse, France.; INSERM, Paris, France.; Centre de Recherches en Cancérologie Oncopole, Toulouse, France., Vuiblet V; Centre Hospitalier Universitaire de Reims, Service de Pneumologie, Reims, France., Ancel J; INSERM, Paris, France.; Centre Hospitalier Universitaire de Reims, Service de Pneumologie, Reims, France., Dewolf M; Centre Hospitalier Universitaire de Reims, Service de Pneumologie, Reims, France., Margraff F; Roche SAS, Boulogne, France., Bachot C; Roche SAS, Boulogne, France., Chmiel J; Roche SAS, Boulogne, France.
Source: JMIR medical informatics [JMIR Med Inform] 2025 Jul 31; Vol. 13, pp. e59685. Date of Electronic Publication: 2025 Jul 31.
Publication Type: Journal Article; Observational Study
Journal Info: Publisher: JMIR Publications Country of Publication: Canada NLM ID: 101645109 Publication Model: Electronic Cited Medium: Internet ISSN: 2291-9694 (Electronic) Linking ISSN: 22919694 NLM ISO Abbreviation: JMIR Med Inform Subsets: MEDLINE
Database: MEDLINE Ultimate
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ISSN:2291-9694
DOI:10.2196/59685