Evidence map›Paper›PMID 40811620›Full record

ArticleApplied and environmental microbiology2025

Machine learning in understanding environmental variability of vibriosis in coastal waters.

Bailey M Magers, Kyle D Brumfield, Sunil Kumar, Rita R Colwell, Antarpreet S Jutla

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Applied and environmental microbiology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

5 authors.

Bailey M MagersGeohealth and Hydrology Laboratory, Department of Environmental Engineering Sciences, University of Florida, Gainesville, Florida, USA.ORCID 0000-0002-9953-6651
Kyle D BrumfieldMaryland Pathogen Research Institute, University of Maryland, College Park, Maryland, USA.ORCID 0000-0002-3234-3337
Sunil KumarGeohealth and Hydrology Laboratory, Department of Environmental Engineering Sciences, University of Florida, Gainesville, Florida, USA.
Rita R ColwellMaryland Pathogen Research Institute, University of Maryland, College Park, Maryland, USA.ORCID 0000-0001-5432-1502
Antarpreet S JutlaGeohealth and Hydrology Laboratory, Department of Environmental Engineering Sciences, University of Florida, Gainesville, Florida, USA.ORCID 0000-0002-8191-2348

Funding

NASA 80NSSC20K0814NASA 80NSSC22K1044National Science Foundation CBET1751854
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Machine LearningSeawaterVibrioVibrio InfectionsHumansIncidenceUnited StatesVibrioVibrio alginolyticusVibrio choleraeVibrio fluvialisVibrio mimicusVibrio parahaemolyticusvibriosisVibrio spp.Vibrio vulnificus

Identifiers

PMID40811620
PMCPMC12442386

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.