Explainable Machine Learning for ICU Readmission Prediction

no code implementations • 25 Sep 2023 • Alex G. C. de Sá, Daniel Gould, Anna Fedyukova, Mitchell Nicholas, Lucy Dockrell, Calvin Fletcher, David Pilcher, Daniel Capurro, David B. Ascher, Khaled El-Khawas, Douglas E. V. Pires

Readmission contributes to this pathway's difficulty, occurring when patients are admitted again to the ICU in a short timeframe, resulting in high mortality rates and high resource utilisation.

Decision Making Readmission Prediction

Quantifying machine learning-induced overdiagnosis in sepsis

no code implementations • 3 Jul 2021 • Anna Fedyukova, Douglas Pires, Daniel Capurro

The proliferation of early diagnostic technologies, including self-monitoring systems and wearables, coupled with the application of these technologies on large segments of healthy populations may significantly aggravate the problem of overdiagnosis.

BIG-bench Machine Learning Management