Characteristics of the study population. NHHR: non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio, PIR: poverty income ratio, CAP: controlled attenuation parameter.

Characteristics of the study population. NHHR: non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio, PIR: poverty income ratio, CAP: controlled attenuation parameter.

<p>Characteristics of the study population. NHHR: non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio, PIR: poverty income ratio, CAP: controlled attenuation parameter.</p>

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Bibliographic Details
Main Author:	Liyu Lin (5760167) (author)
Other Authors:	Yirui Xie (10027797) (author), Zhuangteng Lin (20896587) (author), Cuiyan Lin (19533025) (author), Yichun Yang (10915422) (author)
Published:	2025
Subjects:	Biochemistry Cell Biology Genetics Molecular Biology Biotechnology Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Information Systems not elsewhere classified xgboost algorithm exhibited significant positive correlation shapley additive explanations restricted cubic splines lt ;&# 8201 density lipoprotein cholesterol controlled attenuation parameter common hepatic disorder beta =&# 8201 svm ), k highest predictive performance bmi ), highlighting support vector machine xgboost predictive model subgroup analyses indicated smooth curve fitting xlink "> metabolic mafld using nhhr xlink "> subgroup analyses predictive model knn ), machine learning prediction model valuable tool study aims predicting metabolic nhanes cohort nearest neighbors march 2020 logistic regression linear association increasing prevalence important feature identify variations early detection adjusted variables 001 ).
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