Paying Per-label Attention for Multi-label Extraction from Radiology Reports

no code implementations • 31 Jul 2020 • Patrick Schrempf, Hannah Watson, Shadia Mikhael, Maciej Pajak, Matúš Falis, Aneta Lisowska, Keith W. Muir, David Harris-Birtill, Alison Q. O'Neil

Training medical image analysis models requires large amounts of expertly annotated data which is time-consuming and expensive to obtain.

Data Augmentation

Teacher-Student chain for efficient semi-supervised histology image classification

no code implementations • 17 Mar 2020 • Shayne Shaw, Maciej Pajak, Aneta Lisowska, Sotirios A. Tsaftaris, Alison Q. O'Neil

Deep learning shows great potential for the domain of digital pathology.

Classification General Classification +2

Ontological attention ensembles for capturing semantic concepts in ICD code prediction from clinical text

no code implementations • WS 2019 • Matus Falis, Maciej Pajak, Aneta Lisowska, Patrick Schrempf, Lucas Deckers, Shadia Mikhael, Sotirios Tsaftaris, Alison O{'}Neil

We present a semantically interpretable system for automated ICD coding of clinical text documents.