Inken Hagestedt, Ian Hales, Eric Boernert, Holger R Roth, Michael A Hoeh, Robin Röhm, Ellie Dobson, José Tomás Prieto
{"title":"Toward a tipping point in federated learning in healthcare and life sciences.","authors":"Inken Hagestedt, Ian Hales, Eric Boernert, Holger R Roth, Michael A Hoeh, Robin Röhm, Ellie Dobson, José Tomás Prieto","doi":"10.1016/j.patter.2024.101077","DOIUrl":null,"url":null,"abstract":"<p><p>We discuss the real-world application of federated learning (FL) in the healthcare and life sciences industry, noting a tipping point in its adoption beyond academia. Sharing our experiences with multi-hospital and multi-pharma collaborations, we highlight the importance of involving key stakeholders to develop production-grade FL solutions that are fully compliant with stringent privacy and security standards.</p>","PeriodicalId":36242,"journal":{"name":"Patterns","volume":"5 11","pages":"101077"},"PeriodicalIF":7.4000,"publicationDate":"2024-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11573894/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Patterns","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1016/j.patter.2024.101077","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE","Score":null,"Total":0}
引用次数: 0
Abstract
We discuss the real-world application of federated learning (FL) in the healthcare and life sciences industry, noting a tipping point in its adoption beyond academia. Sharing our experiences with multi-hospital and multi-pharma collaborations, we highlight the importance of involving key stakeholders to develop production-grade FL solutions that are fully compliant with stringent privacy and security standards.
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