Applied forecasting for delayed cerebral ischemia prediction post subarachnoid hemorrhage: Methodological fallacies

Georgios Alexopoulos,Justin Zhang,Ioannis Karampelas,Maheen Khan,Nabiha Quadri,Mayur Patel,Niel Patel,Mohammad Almajali,Tobias A. Mattei,Joanna Kemp,Jeroen Coppens,Philippe Mercier

Informatics in Medicine Unlocked（2022）

引用 3|浏览8

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摘要

•We propose the best binary classifier for early prediction of delayed cerebral ischemia in patients with ruptured intracranial aneurysms.•A comprehensive machine learning workflow for delayed cerebral ischemia forecasting.•Highlighting the challenges of binary classifier training on imbalanced data and identify methodological AI fallacies in neurological research.

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关键词

Delayed cerebral ischemia,Clinical vasospasm,Subarachnoid hemorrhage,Applied predictive modeling,Applied forecasting,Imbalanced binary classification

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