Inclusion and exclusion flowchart.

<div><p>Background</p><p>Ventilator-associated pneumonia (VAP) is a common nosocomial infection in ICU, significantly associated with poor outcomes. However, there is currently a lack of reliable and interpretable tools for assessing the risk of in-hospital mortality in VAP p...

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محفوظ في:

التفاصيل البيبلوغرافية
المؤلف الرئيسي:	Junying Wei (1710550) (author)
مؤلفون آخرون:	Heshan Cao (17967095) (author), Mingling Peng (20521783) (author), Yinzhou Zhang (16910306) (author), Sibei Li (2339053) (author), Wuhua Ma (9433302) (author), Yuhui Li (478816) (author)
منشور في:	2025
الموضوعات:	Medicine Genetics Molecular Biology Neuroscience Biotechnology Developmental Biology Cancer Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Information Systems not elsewhere classified supporting clinical decision shapley additive explanations hour urine output diastolic blood pressure developed online tool congestive heart failure common nosocomial infection blood urea nitrogen auroc ), accuracy interpretable machine learning body mass index 894 vap patients 14 ml models efficiently assessing vap xlink "> ventilator using version 2 hospital mortality risk xlink "> hospital mortality vap patients ml models interpretable tools conducted using body temperature whether combined versions 2 version 3 test cohorts study aims specificity across sodium level significantly associated random forest prediction model poor outcomes platelet count optimal model model training model showed model construction iv database identified based feature selection external testing cerebrovascular disease boruta algorithm bicarbonate level best performance associated pneumonia assist clinicians anion gap
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Inclusion and exclusion flowchart.

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