10 citations · 28 across the 4 of their papers we have counts for
4 papers
CCS Explorer: Relevance Prediction, Extractive Summarization, and Named Entity Recognition from Clinical Cohort Studies
Irfan Al-Hussaini, Davi Nakajima An, Albert J. Lee +2
Clinical Cohort Studies (CCS), such as randomized clinical trials, are a great source of documented clinical research. Ideally, a clinical expert inspects these articles for explor…
Performance and utility trade-off in interpretable sleep staging
Irfan Al-Hussaini, Cassie S. Mitchell
Recent advances in deep learning have led to the development of models approaching the human level of accuracy. However, healthcare remains an area lacking in widespread adoption.…
SERF: Interpretable Sleep Staging using Embeddings, Rules, and Features
Irfan Al-Hussaini, Cassie S. Mitchell
The accuracy of recent deep learning based clinical decision support systems is promising. However, lack of model interpretability remains an obstacle to widespread adoption of art…
SLEEPER: interpretable Sleep staging via Prototypes from Expert Rules
Irfan Al-Hussaini, Cao Xiao, M. Brandon Westover +1
Sleep staging is a crucial task for diagnosing sleep disorders. It is tedious and complex as it can take a trained expert several hours to annotate just one patient's polysomnogram…