A Stability-Oriented Biomarker Selection Framework Synergistically Driven by Robust Rank Aggregation and L1-Sparse Modeling.

Jigen Luo, Jianqiang Du, Jia He, Qiang Huang, Zixuan Liu, Gaoxiang Huang

Abstract read

In one paragraph

Article in Metabolites, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it

0cells of the map it votes in

0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

6 authors.

Jigen LuoSchool of Intelligent Medicine and Information Engineering, Jiangxi University of Chinese Medicine, Nanchang 330004, China.

Jianqiang DuSchool of Mathematics and Information Science, Nanchang Normal University, Nanchang 330032, China.

Jia HeSchool of Intelligent Medicine and Information Engineering, Jiangxi University of Chinese Medicine, Nanchang 330004, China.

Qiang HuangSchool of Intelligent Medicine and Information Engineering, Jiangxi University of Chinese Medicine, Nanchang 330004, China.

Zixuan LiuSchool of Intelligent Medicine and Information Engineering, Jiangxi University of Chinese Medicine, Nanchang 330004, China.

Gaoxiang HuangSchool of Intelligent Medicine and Information Engineering, Jiangxi University of Chinese Medicine, Nanchang 330004, China.

Funding

The Key Research and Development Program of Jiangxi Province 20243BCC31011The National Natural Science Foundation of China 82160955The National Natural Science Foundation of China 82260988The National Natural Science Foundation of China 82274680the Science and Technology Program of the Jiangxi Administration of Traditional Chinese Medicine 2024B0736the Science and Technology Research Project of the Jiangxi Provincial Department of Education GJJ211256The "Science and Technology + Traditional Chinese Medicine" Project of Jiangxi Province 2023KZI01004

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

biomarker selectionfeature selection stabilityL1-sparse modelingmetabolomicsrobust rank aggregationstability-oriented feature selection framework

Identifiers

PMID41441047

DOI10.3390/metabo15120806

PMCPMC12735098

What OpenQuestion holds

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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.