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Machine Learning Validation of the AVAS Classification Compared to Ultrasound Mapping in a Multicentre Study

Katerina Lawrie,Petr Waldauf,Peter Balaz, Radoslav Bortel, Ricardo Lacerda,Emma Aitken,Krzysztof Letachowicz,Mario D’Oria,Vittorio Di Maso, Pavel Stasko, Antonio Gomes, Joana Fontainhas,Matej Pekar, Alena Srdelic,Stephen O’Neill

Scientific Reports（2025）

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Key words
Arteriovenous access,Classification system,Dialysis,Mapping,Random forest,Renal replacement therapy
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