no code implementations • 23 May 2023 • Christel Gérardin, Perceval Wajsbürt, Basile Dura, Alice Calliger, Alexandre Moucher, Xavier Tannier, Romain Bey
The precision, recall, and F1 score per document for the acute infection detection algorithm were 82. 54 (95CI 72. 86-91. 60), 85. 24 (95CI 76. 61-93. 70), 83. 87 (95CI 76, 92-90. 08) with exploitation of the results of the advanced body extraction algorithm, respectively.
no code implementations • 23 Mar 2023 • Xavier Tannier, Perceval Wajsbürt, Alice Calliger, Basile Dura, Alexandre Mouchet, Martin Hilka, Romain Bey
The objective of this study is to address the critical issue of de-identification of clinical reports in order to allow access to data for research purposes, while ensuring patient privacy.
no code implementations • 26 Jul 2022 • Basile Dura, Charline Jean, Xavier Tannier, Alice Calliger, Romain Bey, Antoine Neuraz, Rémi Flicoteaux
We used two French annotated medical datasets to compare our language models to the original CamemBERT network, evaluating the statistical significance of improvement with the Wilcoxon test.
no code implementations • 25 Sep 2019 • Prudencio Tossou, Basile Dura, Daniel Cohen, Mario Marchand, François Laviolette, Alexandre Lacoste
Due to the significant costs of data generation, many prediction tasks within drug discovery are by nature few-shot regression (FSR) problems, including accurate modelling of biological assays.
no code implementations • 28 May 2019 • Prudencio Tossou, Basile Dura, Francois Laviolette, Mario Marchand, Alexandre Lacoste
Deep kernel learning provides an elegant and principled framework for combining the structural properties of deep learning algorithms with the flexibility of kernel methods.
no code implementations • 14 May 2019 • Sebastien Blandin, Laura Wynter, Hasan Poonawala, Sean Laguna, Basile Dura
Increasing urban concentration raises operational challenges that can benefit from integrated monitoring and decision support.