no code implementations • 14 Dec 2021 • Avelino Javer, Owen Parsons, Oliver Carr, Janie Baxter, Christian Diedrich, Eren Elçi, Steffen Schaper, Katrin Coboeken, Robert Dürichen
Electronic healthcare records are an important source of information which can be used in patient stratification to discover novel disease phenotypes.
no code implementations • 11 Nov 2021 • Oliver Carr, Avelino Javer, Patrick Rockenschaub, Owen Parsons, Robert Dürichen
We demonstrate the model performance on $29, 229$ diabetes patients, showing it finds clusters of patients with both different trajectories and different outcomes which can be utilized to aid clinical decision making.
no code implementations • 16 Jul 2020 • Fernando Andreotti, Frank S. Heldt, Basel Abu-Jamous, Ming Li, Avelino Javer, Oliver Carr, Stojan Jovanovic, Nadezda Lipunova, Benjamin Irving, Rabia T. Khan, Robert Dürichen
The proposed approach is compared to a standard clinical risk predictor (QRISK) and machine learning alternatives using 5-year data from a NHS Foundation Trust.
1 code implementation • 2 Sep 2019 • Avelino Javer, Jens Rittscher
By their very nature microscopy images of cells and tissues consist of a limited number of object types or components.