Development of a dynamic type 2 diabetes risk prediction tool: a UK Biobank study

no code implementations • 20 Apr 2021 • Nikola Dolezalova, Massimo Cairo, Alex Despotovic, Adam T. C. Booth, Angus B. Reed, Davide Morelli, David Plans

We developed a predictive 10-year type 2 diabetes risk score using 301 features derived from 472, 830 participants in the UK Biobank dataset while excluding any features which are not easily obtainable by a smartphone.

feature selection

Machine learning approach to dynamic risk modeling of mortality in COVID-19: a UK Biobank study

no code implementations • 19 Apr 2021 • Mohammad A. Dabbah, Angus B. Reed, Adam T. C. Booth, Arrash Yassaee, Alex Despotovic, Benjamin Klasmer, Emily Binning, Mert Aral, David Plans, Alain B. Labrique, Diwakar Mohan

The COVID-19 pandemic has created an urgent need for robust, scalable monitoring tools supporting stratification of high-risk patients.

BIG-bench Machine Learning feature selection