Toward a tipping point in federated learning in healthcare and life sciences

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.

Authors

Institutions

Publication Details

Journal
Patterns
Published
2024-11-01
DOI
https://doi.org/10.1016/j.patter.2024.101077
Citations
1
Primary Topic
Ethics in Clinical Research
Type
article
Field-Weighted Citation Impact
0.54
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Toward a tipping point in federated learning in healthcare and life sciences

Holger R. Roth, José Tomás Prieto, E. Dobson, Inken Hagestedt et al.
1 citations
Patterns
Ethics in Clinical Research
0.54
article

Toward a tipping point in federated learning in healthcare and life sciences

Holger R. Roth, José Tomás Prieto, E. Dobson, Inken Hagestedt, Ian Hales, Eric Boernert, Michael A Hoeh, Robin Röhm
article en
1 citations

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.

PatternsVol. 5(11)
Roche (Switzerland) (CH), Nvidia (United States) (US)
Openalex Percentile: Top 27%
Ethics in Clinical Research
0.54
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.