Article

Cultryx: Precision Diagnostic Stewardship for Blood Cultures Using Machine Learning

2026-03-04

Abstract excerpt

<h4>Background</h4> The 2024 blood culture bottle shortage brought diagnostic resource allocation to the forefront, reflecting persistent, foundational challenges with low-value testing and empiric treatment approaches under clinical uncertainty. <h4>Objective</h4> To determine whether a machine learning approach using electronic medical record data can predict bacteremia more effectively than existing systems a...

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Literature Corpus work: d92db1da-ba21-5d3b-9d81-638f83989005
DOI: 10.64898/2026.02.27.26347214

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