{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2022,4,3]],"date-time":"2022-04-03T02:18:34Z","timestamp":1648952314260},"reference-count":0,"publisher":"IOS Press","license":[{"start":{"date-parts":[[2021,5,27]],"date-time":"2021-05-27T00:00:00Z","timestamp":1622073600000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021,5,27]]},"abstract":"<jats:p>We collected user needs to define a process for setting up Federated Learning in a network of hospitals. We identified seven steps: consortium definition, architecture implementation, clinical study definition, data collection, initialization, model training and results sharing. This process adapts certain steps from the classical centralized multicenter framework and brings new opportunities for interaction thanks to the architecture of the Federated Learning algorithms. It is open for completion to cover a variety of scenarios.<\/jats:p>","DOI":"10.3233\/shti210134","type":"book-chapter","created":{"date-parts":[[2021,5,27]],"date-time":"2021-05-27T12:43:22Z","timestamp":1622119402000},"source":"Crossref","is-referenced-by-count":0,"title":["Specifications for the Routine Implementation of Federated Learning in Hospitals Networks"],"prefix":"10.3233","author":[{"given":"Antoine","family":"Lamer","sequence":"first","affiliation":[{"name":"Univ. Lille, CHU Lille, ULR 2694 METRICS, F-59000, Lille, France"},{"name":"Univ. Lille, Facult\u00e9 Ing\u00e9nierie et Management de la Sant\u00e9, F-59000, Lille, France"}]},{"given":"Alexandre","family":"Filiot","sequence":"additional","affiliation":[{"name":"CHU Lille, INCLUDE, F-59000, Lille, France"}]},{"given":"Yannick","family":"Bouillard","sequence":"additional","affiliation":[{"name":"INRIA Lille Nord Europe, Magnet Team, F-59650, Villeneuve d\u2019Ascq, France"}]},{"given":"Paul","family":"Mangold","sequence":"additional","affiliation":[{"name":"INRIA Lille Nord Europe, Magnet Team, F-59650, Villeneuve d\u2019Ascq, France"}]},{"given":"Paul","family":"Andrey","sequence":"additional","affiliation":[{"name":"CHU Lille, INCLUDE, F-59000, Lille, France"}]},{"given":"Jessica","family":"Schiro","sequence":"additional","affiliation":[{"name":"Univ. Lille, CHU Lille, ULR 2694 METRICS, F-59000, Lille, France"}]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","Public Health and Informatics"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/SHTI210134","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,10,25]],"date-time":"2021-10-25T13:10:53Z","timestamp":1635167453000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI210134"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,5,27]]},"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti210134","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"value":"0926-9630","type":"print"},{"value":"1879-8365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,5,27]]}}}