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Supplementary materials: cohort characteristics, detailed model performance, and feature analysis for mortality risk prediction.

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posted on 2025-09-03, 18:00 authored by Zhenyue Gao, Xiaoli Liu, Yu Kang, Pan Hu, Xiu Zhang, Mengwei Li, Yumeng Peng, Wei Yan, Muyang Yan, Pengming Yu, Zhengbo Zhang, Qing Zhang, Wendong Xiao
<p>Supplementary materials: cohort characteristics, detailed model performance, and feature analysis for mortality risk prediction.</p>

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    interpret model outputsintensive care unitextreme gradient boostingblood urea nitrogenadult patients admitted831 &# 8211780 &# 8211term mortality predictionobserved mortality ratesinfluence mortality prediction856 ), 7multiple time pointskey variables extractedhf ), particularlyrisk hf patientsyear mortality990 ),key predictorsfirst timefall riskyear outcomesxlink ">urine outputstudy aimssocial determinantsprognostic valueprimary languagephysical frailtylung soundslimited evidencelanguage proficiencylaboratory testsinsurance typeinsurance statusheart failurecould enhancebraden mobilityanalyzed data221 ).

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