Evidence map›Paper›PMID 41919923›Full record

ArticleJournal of microbiology & biology education2026

Teaching third-year students MALDI-TOF using a combination of online interactive simulation and face-to-face practical inquiry.

Layla Mahdi, Gareth Denyer, Maurizio Costabile

Abstract read
In one paragraph

Article in Journal of microbiology & biology education, 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
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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

3 authors.

Layla MahdiAdelaide University, School of Pharmacy and Biomedical Sciences, Adelaide, South Australia, Australia.ORCID 0000-0002-5878-8385
Gareth DenyerThe University of Sydney, School of Life and Environmental Sciences, Sydney, New South Wales, Australia.
Maurizio CostabileAdelaide University, School of Pharmacy and Biomedical Sciences, Adelaide, South Australia, Australia.ORCID 0000-0002-2162-6497

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Identifying disease-causing microorganisms in patient samples is a cornerstone activity in clinical diagnostic microbiology laboratories. This process relies on traditional microbiological techniques alongside advanced technological methods, such as matrix-assisted laser desorption ionization-time-of-flight mass spectrometry (MALDI-TOF). Despite its growing prevalence in diagnostic settings, access to MALDI-TOF equipment remains limited in smaller laboratories, in regional centers, or in third-world nations. Consequently, many students in microbiology and related academic programs often lack opportunities for hands-on experience with this technology during their education. We overcame these limitations by implementing a blended teaching approach into an Infectious Diseases course, combining face-to-face practical inquiry with an innovative MALDI-TOF online simulation. The simulation enabled students to process patient samples from various body sites (e.g., swabs, cerebrospinal fluid, etc.) by selecting appropriate culture media and performing key microbiological tests. Students then confirmed preliminary identification by loading an individual colony onto a virtual MALDI-TOF target plate for analysis. The simulation then generated data mirroring a typical MALDI-TOF report, which uses a color-coded system to indicate confidence scores. The impact of this intervention on student learning was assessed through a written laboratory report and a questionnaire featuring Likert-scale and open-ended questions. Students demonstrated significant improvements in self-reported understanding, with nearly all participants successfully passing the written assessment. The approach was found to be enjoyable, interactive, and enhanced authentic learning. This study underscores the value of simulations as a cost-effective and scalable alternative for teaching advanced diagnostic techniques when access to expensive equipment is limited.

Indexed as

MALDI-TOFmicrobiology simulationundergraduateUnity

Identifiers

PMID41919923
PMCPMC13130987

What Socratic holds

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LicenceCC BY-NC-ND
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Registered trials

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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 Socratic graph.