Potential source of bias in AI models: lactate measurement in the ICU in sepsis patients as a template

Potential source of bias in AI models: lactate measurement in the ICU in sepsis patients as a template

ObjectiveHealth inequities may be driven by demographics such as sex, language proficiency, and race-ethnicity. These disparities may manifest through likelihood of testing, which in turn can bias artificial intelligence models. We aimed to evaluate variation in serum lactate measurements in the int...

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Main Authors: Pratiksha Pradhan, Fredrik Willumsen Haug, Nebal S. Abu Hussein, Dana Moukheiber, Lama Moukheiber, Mira Moukheiber, Sulaiman Moukheiber, Luca Leon Weishaupt, Jacob G. Ellen, Helen D'Couto, Ishan C. Williams, Leo Anthony Celi, Joao Matos, Tristan Struja
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-07-01
Series:Frontiers in Medicine
Subjects:
sepsis
lactate
MIMIC-IV
critical care
health equity
Online Access:https://www.frontiersin.org/articles/10.3389/fmed.2025.1606254/full
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https://www.frontiersin.org/articles/10.3389/fmed.2025.1606254/full

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