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Unbiased inference for echocardiogram urgency prediction using double machine learning
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Yiqun Jiang,
Roles Formal analysis, Writing – original draft, Writing – review & editing
Affiliation Department of Industrial and Manufacturing Systems Engineering, Iowa State University, Ames, Iowa, United States of America
⨯ -
Wenli Zhang,
Roles Conceptualization, Methodology, Supervision, Writing – review & editing
Affiliation Department of Information Systems and Business Analytics, Iowa State University, Ames, Iowa, United States of America
⨯ -
Yu-Li Huang,
Roles Conceptualization, Resources
Affiliation Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, Minnesota, United States of America
⨯ - Cameron MacKenzie,
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Qing Li
Roles Project administration, Supervision
* E-mail: qlijane@iastate.edu
Affiliation Department of Industrial and Manufacturing Systems Engineering, Iowa State University, Ames, Iowa, United States of America
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https://orcid.org/0000-0001-8151-1563
Unbiased inference for echocardiogram urgency prediction using double machine learning
- Yiqun Jiang,
- Wenli Zhang,
- Yu-Li Huang,
- Cameron MacKenzie,
- Qing Li
- Published: January 7, 2026
- https://doi.org/10.1371/journal.pone.0338922