What type of study is this?

This is a Retrospective Study study (also classified as: Machine Learning).

September 10, 2025Reviews in Cardiovascular MedicineOpen Access

Association Between the Hemoglobin, Albumin, Lymphocyte, and Platelet (HALP) Score and Adverse Outcomes in Critically Ill Patients With Acute Myocardial Infarction: A Retrospective Study and Machine Learning Analysis

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Authors

ZCZhang CaoNingbo University NCNingjing ChenFujian University of Traditional Chinese Medicine HJHanjing JiangFujian University of Traditional Chinese Medicine

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Implication

Retrospective analysis reveals the HALP score's predictive utility for mortality in acute myocardial infarction patients, suggesting age influences outcomes.

Key Points

Elevated HALP values significantly reduce all-cause mortality among critically ill AMI patients, supporting its predictive value.
In the top HALP quartile, mortality rates drop to 31% at 90 days and 40% at 365 days, indicating better outcomes.
Cox proportional hazards regression and machine learning confirmed the HALP score's robust association with mortality risk.
A nonlinear relationship reveals an inflection point below which higher HALP scores correlate with reduced mortality risk.

Cite This Study

Cao et al. (2025) studied this question.

synapsesocial.com/papers/68c198be9b7b07f3a061a682 https://doi.org/10.31083/rcm43942

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Implication

Retrospective analysis reveals the HALP score's predictive utility for mortality in acute myocardial infarction patients, suggesting age influences outcomes.

Association Between the Hemoglobin, Albumin, Lymphocyte, and Platelet (HALP) Score and Adverse Outcomes in Critically Ill Patients With Acute Myocardial Infarction: A Retrospective Study and Machine Learning Analysis

Discussion

Member takes

Implication

Key Points

Cite This Study

Association Between the Hemoglobin, Albumin, Lymphocyte, and Platelet (HALP) Score and Adverse Outcomes in Critically Ill Patients With Acute Myocardial Infarction: A Retrospective Study and Machine Learning Analysis

Discussion

Member takes

Implication

Key Points

Cite This Study

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