Evidence map›Paper›PMID 40718818›Full record

ArticleFrontiers in microbiology2025

Machine learning integrates region-specific microbial signatures to distinguish geographically adjacent populations within a province.

Li Luo, Bangwei Chen, Shengyin Zeng, Yaxin Li, Xiaolin Chen, Jianguo Zhang, Xiangjie Guo, Shujin Li, Lei Ruan, Shida Zhu and 3 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Frontiers in microbiology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

13 authors.

Li LuoDepartment of Pathology, School of Forensic Medicine, Shanxi Medical University, Taiyuan, China.
Bangwei ChenBGI Genomics, BGI-Shenzhen, Shenzhen, China.
Shengyin ZengBGI Genomics, BGI-Shenzhen, Shenzhen, China.
Yaxin LiBGI Genomics, BGI-Shenzhen, Shenzhen, China.
Xiaolin ChenBGI Genomics, BGI-Shenzhen, Shenzhen, China.
Jianguo ZhangBGI Genomics, BGI-Shenzhen, Shenzhen, China.
Xiangjie GuoDepartment of Pathology, School of Forensic Medicine, Shanxi Medical University, Taiyuan, China.
Shujin LiHebei Key Laboratory of Forensic Medicine, Research Unit of Digestive Tract Microecosystem Pharmacology and Toxicology, College of Forensic Medicine, Chinese Academy of Medical Sciences, Hebei Medical University, Shijiazhuang, China.
Lei RuanDepartment of Geriatrics, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
Shida ZhuBGI Genomics, BGI-Shenzhen, Shenzhen, China.
Cairong GaoDepartment of Pathology, School of Forensic Medicine, Shanxi Medical University, Taiyuan, China.
Cuntai ZhangDepartment of Geriatrics, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
Tao LiBGI Genomics, BGI-Shenzhen, Shenzhen, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

forensic microbiologygeographic locationsintestinal bacteriamachine learningmetagenomics

Identifiers

PMID40718818
PMCPMC12289627

What OpenQuestion holds

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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.