An agentic framework for intelligent clinical laboratory medicine

Clinical laboratory medicine is fundamental to healthcare yet remains an underrecognized frontier for artificial intelligence. We propose LabARIA, a human-supervised multi-agent framework that coordinates laboratory data, quality management, workflow optimization, and operational intelligence. By integrating specialized agents under transparent governance, LabARIA enables proactive laboratory management while preserving human oversight. Laboratory medicine offers a promising environment for developing, evaluating, and translating trustworthy agentic AI into healthcare delivery.

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Publication Details

Journal
npj Health Systems
Published
2026-10-28
DOI
https://doi.org/10.1038/s44401-026-00163-3
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00
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article

An agentic framework for intelligent clinical laboratory medicine

Melissa M. Cushing, Peter M. Fleischut, He S. Yang, Weishen Pan et al.
npj Health Systems
Artificial Intelligence in Healthcare and Education
article

An agentic framework for intelligent clinical laboratory medicine

Melissa M. Cushing, Peter M. Fleischut, He S. Yang, Weishen Pan, Fei Wang
article en

Abstract

Clinical laboratory medicine is fundamental to healthcare yet remains an underrecognized frontier for artificial intelligence. We propose LabARIA, a human-supervised multi-agent framework that coordinates laboratory data, quality management, workflow optimization, and operational intelligence. By integrating specialized agents under transparent governance, LabARIA enables proactive laboratory management while preserving human oversight. Laboratory medicine offers a promising environment for developing, evaluating, and translating trustworthy agentic AI into healthcare delivery.

npj Health SystemsVol. 3(1)
NewYork–Presbyterian Hospital (US), Weill Cornell Medicine (US)
Openalex Percentile: Top 19%
Artificial Intelligence in Healthcare and Education
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