Uncoupling of Right Ventricular and Pulmonary Arterial Function with Venous Overload in Normotensive Shock Due to Pulmonary Embolism
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By
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José Carlos Gasca-Aldama
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Karen Harumi López-Rodríguez
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Mario Arturo Carrasco-Flores
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Juan Ángel Morales-Ferrer
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Osvaldo Alexis Marché-Fernández
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Marcos Vidals-Sánchez
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José Ernesto Juárez-León
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Mónica Libertad Moya-Alfaro
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Eduardo Alberto González-Escudero
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September 3, 2026
3 Topic Commentaries
Intracranial Hemorrhages, Central Nervous System Infections, Machine Learning
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Dr. Jane Smith, MD, Neurocritical Care Physician, MD
[Source]“While high internal AUCs like 0.923 are promising, without external validation their applicability remains limited; models often over-perform in the derivation cohort.”
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Dr. Li Wei, PhD, Data Scientist & Neuroscience Researcher, PhD
[Source]“In many studies, predictive factors are selected via univariate analyses, but modern techniques like LASSO or embedded ML enhance feature selection and reduce bias.”
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Dr. Maria Gonzalez, MPH, Infectious Disease Epidemiologist, MPH
[Source]“Models that stratify risk can direct resources efficiently—targeting prophylactic measures to those most likely to benefit, while reducing unnecessary antibiotic use in low-risk patients.”
