Evidence map›Paper›PMID 42646311›Full record

ArticleMetabolites2026

A Metabolomics-Driven Integrated Machine Learning Framework for Early Prediction of Recurrent Acute Pancreatitis.

Qing Huang, Xiaoyan Shen, Ying Li, Haoxi Wu, Xiangxiang Huang, Guangming Li, Di Wang

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Metabolites, 2026. 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

7 authors.

Qing HuangSchool of Life and Health Technology, Dongguan University of Technology, Dongguan 523808, China.
Xiaoyan ShenSchool of Life and Health Technology, Dongguan University of Technology, Dongguan 523808, China.ORCID 0000-0003-4008-7991
Ying LiThe First School of Clinical Medicine, Guangdong Medical University, Dongguan 523808, China.
Haoxi WuSchool of Life and Health Technology, Dongguan University of Technology, Dongguan 523808, China.
Xiangxiang HuangSchool of Computer Science and Technology, Dongguan University of Technology, Dongguan 523808, China.
Guangming LiSchool of Computer Science and Technology, Dongguan University of Technology, Dongguan 523808, China.
Di WangSchool of Life and Health Technology, Dongguan University of Technology, Dongguan 523808, China.

Funding

2026 Special Fund for Guangdong Provincial Science and Technology Innovation Strategy pdjh2026bk206Guangdong Basic and Applied Basic Research Foundation 2023A1515140175Guangdong Basic and Applied Basic Research Foundation 2024A1515140062Youth Science and Technology Talent Support Programme of Guangdong Provincial Association for Science and Technology SKXRC2025432
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

adaptive feature selectionearly risk predictionmachine learningmetabolomicsrecurrent acute pancreatitis

Identifiers

PMID42646311
PMCPMC13515787

What Socratic holds

Textmetadata
Read underepoch 390

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 Socratic graph.