Evidence map›Paper›PMID 40147921›Full record

ArticleJournal of microbiology and biotechnology2025

Integrating Deep Learning Models with Genome-Wide Association Study-Based Identification Enhanced Phenotype Predictions in Group A

Peng-Ying Wang, Zhi-Song Chen, Xiaoguo Jiao, Yun-Juan Bao

Abstract read
In one paragraph

Article in Journal of microbiology and biotechnology, 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

4 authors.

Peng-Ying WangSchool of Life Sciences, Hubei University, Wuhan 430062, P.R. China.
Zhi-Song ChenSchool of Life Sciences, Hubei University, Wuhan 430062, P.R. China.
Xiaoguo JiaoSchool of Life Sciences, Hubei University, Wuhan 430062, P.R. China.
Yun-Juan BaoSchool of Life Sciences, Hubei University, Wuhan 430062, P.R. China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Group A

Indexed as

Deep LearningGenome-Wide Association StudyStreptococcus pyogenesGenome, BacterialGenotypeHumansNeural Networks, ComputerPhenotypeStreptococcal Infectionsdeep learninggenome-wide association studyGroup A Streptococcusphenotype prediction

Identifiers

PMID40147921
PMCPMC11994263

What OpenQuestion holds

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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 OpenQuestion graph.