Evidence map›Paper›PMID 40788305›Full record

ArticleMicrobial genomics2025

Whole-genome sequencing and bioinformatic tools powered by machine learning to identify antibiotic-resistant genes and virulence factors in

Nishitha R Kumar, Tejashree A Balraj, Kerry K Cooper, Akila Prashant

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Microbial genomics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Review
  2. Article
  3. 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

4 authors.

Nishitha R KumarDepartment of Biochemistry, JSS Medical College and Hospital, JSS Academy of Higher Education and Research, Mysuru, Karnataka, India.
Tejashree A BalrajDepartment of Microbiology, JSS Medical College and Hospital, JSS Academy of Higher Education and Research, Mysuru, Karnataka, India.
Kerry K CooperSchool of Animal and Comparative Biomedical Sciences, University of Arizona, Tucson, AZ, USA.
Akila PrashantDepartment of Biochemistry, JSS Medical College and Hospital, JSS Academy of Higher Education and Research, Mysuru, Karnataka, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Extended-spectrum

Indexed as

Computational BiologyDrug Resistance, Multiple, BacterialEscherichia coliEscherichia coli InfectionsMachine LearningSepsisVirulence FactorsWhole Genome SequencingAnti-Bacterial AgentsGenome, BacterialHumansAnti-Bacterial AgentsVirulence Factorscommunity acquired infectionsEscherichia colihospital acquired infectionsmultidrug resistancemultilocus sequence typingphylogentic analysissepsissupervised machine learningvirulence factorswhole-genome sequencing

Identifiers

PMID40788305
PMCPMC12452195

What OpenQuestion 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 OpenQuestion graph.