Evidence map›Paper›PMID 41156532›Full record

ArticleNutrients2025

Dietary Branched-Chain Amino Acids and Hyper-LDL-Cholesterolemia: A Case-Control Study Using Interpretable Machine-Learning Models in Chinese Children and Adolescents.

Zeping Zang, Shixiu Zhang, Changqing Liu, Yiya Liu, Meina Tian, Xiaoyan Luo, Qianrang Zhu, Lei Liu, Lianlong Yu

Abstract read
In one paragraph

Article in Nutrients, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Observational
  2. Article
  3. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Zeping ZangSchool of Public Health, Cheeloo College of Medicine, Shandong University, Jinan 250012, China.
Shixiu ZhangSchool of Public Health, Cheeloo College of Medicine, Shandong University, Jinan 250012, China.ORCID 0000-0002-4566-9782
Changqing LiuHebei Center for Disease Control and Prevention, Shijiazhuang 050021, China.
Yiya LiuGuizhou Center for Disease Control and Prevention, Guiyang 550004, China.
Meina TianHebei Center for Disease Control and Prevention, Shijiazhuang 050021, China.
Xiaoyan LuoHebei Center for Disease Control and Prevention, Shijiazhuang 050021, China.
Qianrang ZhuJiangsu Provincial Center for Disease Control and Prevention, Nanjing 210009, China.ORCID 0000-0001-8547-144X
Lei LiuShandong Center for Disease Control and Prevention, Jinan 250014, China.
Lianlong YuSchool of Public Health, Cheeloo College of Medicine, Shandong University, Jinan 250012, China.ORCID 0000-0002-6631-5254

Funding

Chinese Medicine Science and Technology Project of Shandong Province 2020Q041Qilu Health Outstanding Young Talents Project, Shandong Provincial Natural Science Foundation ZR2023QH157Shandong Medical and Health Science and Technology Development Project 2019WS436
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Amino Acids, Branched-ChainCholesterol, LDLDietHypercholesterolemiaMachine LearningAdolescentCardiovascular DiseasesCase-Control StudiesChildChinaFemaleHumansMaleRisk FactorsROC CurveAmino Acids, Branched-ChainCholesterol, LDLBCAAs intakecardiovascular diseasechildren and adolescentshyper-LDL-cholesterolemia

Identifiers

PMID41156532
PMCPMC12567327

What OpenQuestion holds

Textmetadata
LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.