Evidence map›Paper›PMID 40232056›Full record

ArticleFoods (Basel, Switzerland)2025

Laser-Induced Breakdown Spectroscopy vs. Fluorescence Spectroscopy for Olive Oil Authentication.

Marios Bekogianni, Theodoros Stamatoukos, Eleni Nanou, Stelios Couris

Abstract read
In one paragraph

Article in Foods (Basel, Switzerland), 2025. 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
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

4 authors.

Marios BekogianniDepartment of Physics, University of Patras, 26504 Patras, Greece.
Theodoros StamatoukosDepartment of Physics, University of Patras, 26504 Patras, Greece.
Eleni NanouDepartment of Physics, University of Patras, 26504 Patras, Greece.ORCID 0009-0004-2223-1042
Stelios CourisDepartment of Physics, University of Patras, 26504 Patras, Greece.ORCID 0000-0002-8495-7082

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In the present work, laser-induced breakdown spectroscopy (LIBS) and fluorescence spectroscopy are used and assessed for the detection of EVOOs' adulteration with some non-EVOO edible oils (i.e., pomace, corn, sunflower, and soybean) and the discrimination of EVOOs based on geographical origin. For the direct comparison of the performance of the two techniques, the same set of EVOO samples was studied. The acquired spectroscopic data were analyzed by several machine learning algorithms, and the constructed predictive models are evaluated thoroughly for their reliability and robustness. In all cases, the high classification accuracies obtained support the potential and efficiency of both LIBS and fluorescence spectroscopy for the rapid, online, and in situ study of EVOOs' authentication issues, with LIBS being more advantageous as it operates much faster.

Indexed as

adulterationedible oilsextra virgin olive oil-EVOOfluorescence spectroscopygeographical originlaser-induced breakdown spectroscopy—LIBSmachine learning

Identifiers

PMID40232056
PMCPMC11942084

What OpenQuestion holds

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LicenceCC BY
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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 OpenQuestion graph.