Search Results for author: Felix Krones

Found 3 papers, 1 papers with code

Review of multimodal machine learning approaches in healthcare

no code implementations4 Feb 2024 Felix Krones, Umar Marikkar, Guy Parsons, Adam Szmul, Adam Mahdi

Machine learning methods in healthcare have traditionally focused on using data from a single modality, limiting their ability to effectively replicate the clinical practice of integrating multiple sources of information for improved decision making.

Decision Making

Exploring the landscape of large language models in medical question answering

no code implementations11 Oct 2023 Andrew M. Bean, Karolina Korgul, Felix Krones, Robert McCraith, Adam Mahdi

For each question, we score each model on the top-1 accuracy and the distribution of probabilities assigned.

Question Answering

Dual Bayesian ResNet: A Deep Learning Approach to Heart Murmur Detection

1 code implementation Computing in Cardiology 2022 Benjamin Walker, Felix Krones, Ivan Kiskin, Guy Parsons, Terry Lyons, Adam Mahdi

The second model is the output of DBRes integrated with demographic data and signal features using XGBoost. DBRes achieved our best weighted accuracy of $0. 771$ on the hidden test set for murmur classification, which placed us fourth for the murmur task.

Classification

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