Search Results for author: Stuart Pomerantz

Found 2 papers, 1 papers with code

Improving Trustworthiness of AI Disease Severity Rating in Medical Imaging with Ordinal Conformal Prediction Sets

1 code implementation5 Jul 2022 Charles Lu, Anastasios N. Angelopoulos, Stuart Pomerantz

Our work applies these new uncertainty quantification methods -- specifically conformal prediction -- to a deep-learning model for grading the severity of spinal stenosis in lumbar spine MRI.

Conformal Prediction Prediction Intervals +2

Deploying clinical machine learning? Consider the following...

no code implementations14 Sep 2021 Charles Lu, Ken Chang, Praveer Singh, Stuart Pomerantz, Sean Doyle, Sujay Kakarmath, Christopher Bridge, Jayashree Kalpathy-Cramer

Despite the intense attention and considerable investment into clinical machine learning research, relatively few applications have been deployed at a large-scale in a real-world clinical environment.

BIG-bench Machine Learning Position +1

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