Evidence map›Paper›PMID 41230978›Full record

ArticleMicrobiology spectrum2026

Accelerated detection of

Liqian Wang, Keqing Zhang, Junjie Lao, Guangzhi Du, Xinghan Huang, Jie Wang, Xianjun Wang, Dazhi Jin, Yu Chen

Abstract readValidation Study
PubMed Full text at PMC Publisher
In one paragraph

Article in Microbiology spectrum, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed, 1 pooled it
–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 synthesis or guideline pooled it.

  1. Pooled it
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

9 authors.

Liqian WangDepartment of Laboratory Medicine of The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.ORCID 0009-0004-9012-4345
Keqing ZhangHangzhou Geriatric Hospital, Department of Laboratory Medicine, Affiliated Hangzhou First People's Hospital Chengbei Campus, School of Medicine, Westlake University, Hangzhou, Zhejiang, China.
Junjie LaoDepartment of Laboratory Medicine, Affiliated Hangzhou First People's Hospital, School of Medicine, Westlake University, Hangzhou, Zhejiang, China.
Guangzhi DuThe Fourth School of Clinical Medicine, Zhejiang Chinese Medical University, Hangzhou First People's Hospital, Hangzhou, Zhejiang, China.
Xinghan HuangThe Fourth School of Clinical Medicine, Zhejiang Chinese Medical University, Hangzhou First People's Hospital, Hangzhou, Zhejiang, China.
Jie WangDepartment of Laboratory Medicine, Affiliated Hangzhou First People's Hospital, School of Medicine, Westlake University, Hangzhou, Zhejiang, China.
Xianjun WangDepartment of Laboratory Medicine, Affiliated Hangzhou First People's Hospital, School of Medicine, Westlake University, Hangzhou, Zhejiang, China.
Dazhi JinSchool of Laboratory Medicine, Hangzhou Medical College, Hangzhou, Zhejiang, China.ORCID 0000-0002-2613-7844
Yu ChenDepartment of Laboratory Medicine of The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.ORCID 0000-0003-3864-8446

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Rapid identification of IMPORTANCE:

Indexed as

Clostridioides difficileMachine LearningNeural Networks, ComputerSpectrometry, Mass, Matrix-Assisted Laser Desorption-IonizationClostridium InfectionsHumansartificial neural networkClostridioides difficilemachine learningmultilocus sequence typing

Identifiers

PMID41230978
PMCPMC12772325

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.