Evidence mapPaperPMID 39640530Full record

ArticleComputational and structural biotechnology journal2024

Machine learning and network analysis with focus on the biofilm in

Zhiyuan Zhang, Guozhong Chen, Wajid Hussain, Yuanyuan Pan, Zhu Yang, Yin Liu, Erguang Li

Abstract read
In one paragraph

Article in Computational and structural biotechnology journal, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing 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

7 citing papers in PubMed.

  1. Review
  2. Review
  3. Article
  4. Biofilms: from the cradle of life to life support.NPJ biofilms and microbiomes · 2026
    Review
  5. Network analysis of antimicrobial resistance inNAR genomics and bioinformatics · 2025
    Article
  6. Review
  7. 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

7 authors.

Zhiyuan ZhangJiangsu Key Laboratory of Molecular Medicine, Medical School, Nanjing University, Nanjing, Jiangsu 210093, China.
Guozhong ChenState Key Laboratory of Microbial Technology, Shandong University, Qingdao, Shandong, China.
Wajid HussainAdvanced Biomaterials and Tissue Engineering Center, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan 430074, China.
Yuanyuan PanDepartment of Medical Information Engineering, School of Medical Information, Wannan Medical College, Wuhu 241000, China.
Zhu YangDepartment of Medical Microbiology and Immunology, Wannan Medical College, Wuhu, Anhui, China.
Yin LiuJiangsu Key Laboratory of Molecular Medicine, Medical School, Nanjing University, Nanjing, Jiangsu 210093, China.
Erguang LiJiangsu Key Laboratory of Molecular Medicine, Medical School, Nanjing University, Nanjing, Jiangsu 210093, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Research on biofilm formation in

Indexed as

BiofilmDatabseMachine learningStaphylococcus aureusWGCNA

Identifiers

PMID39640530
PMCPMC11617897

What Socratic holds

Textmetadata
LicenceCC BY
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.