Article

Confidence-based laboratory test reduction recommendation algorithm

2022-06-21

Abstract excerpt

Unnecessary laboratory tests present health risks and increase healthcare costs. We propose a new deep learning model to identify unnecessary hemoglobin (Hgb) tests for patients admitted to the hospital. Machine learning models might generate less reliable results due to noisy inputs containing low-quality information. We estimate prediction confidence to measure reliability of predicted results. Using a “select a...

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Literature Corpus work: 64004a35-b3ca-5970-8558-51549dec2c92
DOI: 10.1101/2022.06.20.22276546

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