Distributed Statistical Analyses: A Scoping Review and Examples of Operational Frameworks Adapted to Health Analytics (Preprint)
Félix Camirand Lemyre,
Simon Lévesque,
Marie-Pier Domingue
et al.
Abstract:Background: Data from multiple organizations are crucial for advancing learning health systems. However, ethical, legal, and social concerns may restrict the use of standard statistical methods that rely on pooling data. Although distributed algorithms offer alternatives, they may not always be suitable for healthcare research frameworks.Objective: This paper aims to support researchers and data custodians in three ways: (1) providing a concise overview of the literature on statistical inference methods for ho… Show more
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