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Record W4413189016 · doi:10.56294/saludcyt20251955

Impact of Extracorporeal Membrane Oxygenation (ECMO) in Patients with Refractory Cardiogenic Shock: Analysis of Mortality and Hemodynamic Recovery - A Systematic Review

2025· article· en· W4413189016 on OpenAlexaboutno aff
Maritza Alvarado, César Augusto Flores Dueñas, Natalia Quintero Serrano, Luisa Alejandra Penagos Ochoa, Jessica Samantha Rea Fernández, Javier Ignacio Soto Espinoza, Mishelle Estefania Garcés López

Bibliographic record

VenueSalud Ciencia y Tecnología · 2025
Typearticle
Languageen
FieldEngineering
TopicMechanical Circulatory Support Devices
Canadian institutionsnot available
Fundersnot available
KeywordsCardiogenic shockExtracorporeal membrane oxygenationMedicineRefractory (planetary science)HemodynamicsShock (circulatory)CardiologyExtracorporealOxygenationIntensive care medicineInternal medicineMyocardial infarctionMaterials scienceMetallurgy

Abstract

fetched live from OpenAlex

Introduction: Extracorporeal membrane oxygenation (ECMO) is an advanced life support for critically ill patients with refractory cardiogenic shock. However, evidence on its impact on mortality, hemodynamic recovery, and complications remains heterogeneous. This review aims to systematically evaluate ECMO’s impact on mortality and hemodynamic recovery in adult patients with refractory cardiogenic shock, addressing gaps and variations in existing literature.Material and Methods: This systematic review followed PRISMA guidelines. Databases searched were PubMed, Cochrane Library, and Google Scholar. Two reviewers independently selected studies, extracted data, and assessed quality using the Newcastle–Ottawa Scale. Findings were synthesized narratively due to study heterogeneity.Results: Mortality rates ranged widely from 33 to 75%, reflecting differences in patient populations and timing of ECMO initiation. Early ECMO initiation within less than one hour of shock onset was associated with a 47 percent reduction in mortality risk. In-hospital mortality was approximately 40%, increasing to nearly 60% at one-year follow-up. Success rates for weaning patients off ECMO varied between 53% and 88%. Hemodynamic improvements following ECMO support included increased blood pressure, improved left ventricular ejection fraction, and decreased serum lactate levels. Complications were frequent and diverse, predominantly bleeding, stroke, renal failure, and limb ischemia. Bleeding complications are strongly correlated with mortality.Conclusions: ECMO provides crucial circulatory support in refractory cardiogenic shock, improving hemodynamic parameters but with persistently high mortality and complication rates. Early initiation and careful patient selection are vital for optimizing outcomes, underscoring the need for multidisciplinary management and further high-quality prospective studies.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.054
Threshold uncertainty score0.629

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.008
GPT teacher head0.245
Teacher spread0.237 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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