Evidence map›Paper›PMID 41510023›Full record

ArticleBioinformatics advances2026

AI-powered rapid detection of multidrug-resistant

Jang-Jih Lu, Chia-Ru Chung, Hsin-Yao Wang, Yun Tang, Ming-Chien Chiang, Li-Ching Wu, Justin Bo-Kai Hsu, Tzong-Yi Lee, Jorng-Tzong Horng

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Bioinformatics advances, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers, 1 of them a synthesis that pooled it.

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

2 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  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

9 authors.

Jang-Jih LuDivision of Clinical Pathology, Taipei Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, New Taipei City, 231016, Taiwan.
Chia-Ru ChungDepartment of Computer Science and Information Engineering, National Central University, Taoyuan, 320317, Taiwan.ORCID https://orcid.org/0000-0002-4548-7620
Hsin-Yao WangBruker, Billerica, MA, 01821, United States.ORCID https://orcid.org/0000-0001-5581-6793
Yun TangInstitute of Bioinformatics and Systems Biology, National Yang Ming Chiao Tung University, Hsinchu, 300193, Taiwan.
Ming-Chien ChiangDepartment of Computer Science and Information Engineering, National Central University, Taoyuan, 320317, Taiwan.
Li-Ching WuDepartment of Biomedical Sciences and Engineering, National Central University, Taoyuan, 320317, Taiwan.ORCID https://orcid.org/0000-0002-6323-4555
Justin Bo-Kai HsuDepartment of Computer Science and Engineering, Yuan Ze University, Taoyuan, 320315, Taiwan.ORCID https://orcid.org/0000-0002-4563-2672
Tzong-Yi LeeInstitute of Bioinformatics and Systems Biology, National Yang Ming Chiao Tung University, Hsinchu, 300193, Taiwan.ORCID https://orcid.org/0009-0002-0283-7712
Jorng-Tzong HorngDepartment of Computer Science and Information Engineering, National Central University, Taoyuan, 320317, Taiwan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Motivation: Results: Using more than 28 000 isolates from two hospitals, the best-performing models reached an independent test accuracy of 0.7858, with sensitivity of 0.7289 and specificity of 0.8127. Several resistance-associated Availability and implementation: Data available on request from the authors.

Identifiers

PMID41510023
PMCPMC12776345

What OpenQuestion holds

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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.