Machine learning based natural language processing of radiology reports in orthopaedic trauma

•BERT Natural Language Processing (NLP) outperforms traditional ML and rule-based classifiers when applied to radiology reports in orthopaedic trauma.•Traditional ML classification performance is mostly determined by the extracted features rather than classifier-type, and more complex features are n...

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Veröffentlicht in:Computer methods and programs in biomedicine 2021-09, Vol.208, p.106304-106304, Article 106304
Hauptverfasser: Olthof, A.W., Shouche, P., Fennema, E.M., IJpma, F.F.A., Koolstra, R.H.C., Stirler, V.M.A., van Ooijen, P.M.A., Cornelissen, L.J.
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Sprache:eng
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