ArticleDiagnostics (Basel, Switzerland)2026
Machine Learning-Based Prediction of Antimicrobial Resistance in
Nick Versmessen, Marieke Mispelaere, Robin Vanstokstraeten, Mariana Teixeira, Jerina Boelens, Cedric Hermans, Marjolein Vandekerckhove, Katleen Vranckx, Paco Hulpiau, Thomas Demuyser and 2 more
Abstract read
In one paragraphArticle in Diagnostics (Basel, Switzerland), 2026. 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
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 registryThe 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 literatureWho cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
4 · The recordCorrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
5 · Who and what moneyAuthors and funding
12 authors.
Nick VersmessenDepartment of Diagnostic Sciences, Faculty of Medicine and Health Sciences, Ghent University, C. Heymanslaan 10, 9000 Ghent, Belgium.ORCID 0000-0001-9829-8236 Marieke MispelaereBioinformatics Knowledge Center (BiKC), Cluster Life Sciences, Howest University of Applied Sciences, Spoorwegstraat 4, 8200 Brugge, Belgium.ORCID 0009-0005-3004-9424 Robin VanstokstraetenDepartment of Microbiology and Infection Control, University Hospital of Brussels (UZ Brussel), Vrije Universiteit Brussel (VUB), Laarbeeklaan 101, 1090 Brussels, Belgium.
Mariana TeixeiraDepartment of Diagnostic Sciences, Faculty of Medicine and Health Sciences, Ghent University, C. Heymanslaan 10, 9000 Ghent, Belgium.ORCID 0009-0002-7820-7768 Jerina BoelensDepartment of Diagnostic Sciences, Faculty of Medicine and Health Sciences, Ghent University, C. Heymanslaan 10, 9000 Ghent, Belgium.
Cedric HermansBioinformatics Knowledge Center (BiKC), Cluster Life Sciences, Howest University of Applied Sciences, Spoorwegstraat 4, 8200 Brugge, Belgium.ORCID 0000-0002-9310-1876 Marjolein VandekerckhoveBioinformatics Knowledge Center (BiKC), Cluster Life Sciences, Howest University of Applied Sciences, Spoorwegstraat 4, 8200 Brugge, Belgium.
Paco HulpiauBioinformatics Knowledge Center (BiKC), Cluster Life Sciences, Howest University of Applied Sciences, Spoorwegstraat 4, 8200 Brugge, Belgium.ORCID 0000-0002-6692-2150 Thomas DemuyserDepartment of Microbiology and Infection Control, University Hospital of Brussels (UZ Brussel), Vrije Universiteit Brussel (VUB), Laarbeeklaan 101, 1090 Brussels, Belgium.
Sven DegroeveVIB-UGent Center for Medical Biotechnology, VIB, a. Baertsoenkaai 3, 9000 Ghent, Belgium.
Piet CoolsDepartment of Diagnostic Sciences, Faculty of Medicine and Health Sciences, Ghent University, C. Heymanslaan 10, 9000 Ghent, Belgium.ORCID 0000-0003-2980-5307 Funding
Belgian Research Foundation Flanders (FWO) 1S97421NSpecial Research Fund Ghent University BOF.COV.2020.0009.01
6 · The paper itselfAbstract
PubMed holds no abstract for this paper.
Indexed as
antibiotic resistancemachine learningMALDI-TOF MS
Identifiers
PMID42449884
PMCPMC13360082
What OpenQuestion holds
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