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Leveraging clinical data across healthcare institutions for continual learning of predictive risk models

Abstract The inherent flexibility of machine learning-based clinical predictive models to learn from episodes of patient care at a new institution (site-specific training) comes at the cost of performance degradation when applied to external patient cohorts. To exploit the full potential of cross-in...

पूर्ण विवरण

में बचाया:
ग्रंथसूची विवरण
मुख्य लेखकों: Fatemeh Amrollahi, Supreeth P. Shashikumar, Andre L. Holder, Shamim Nemati
स्वरूप: Artigo
भाषा:Inglês
प्रकाशित: Nature Portfolio 2022-05-01
श्रृंखला:Scientific Reports
ऑनलाइन पहुंच:https://doi.org/10.1038/s41598-022-12497-7
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