Evidence map›Paper›PMID 40285127›Full record

ArticleSensors (Basel, Switzerland)2025

Assessing the Sensitivity and Efficiency of Laser-Induced Breakdown Spectroscopy (LIBS) for High-Concentration Cadmium Detection in Cocoa Powder.

Juan Molina M, Raquel Pincay, Víctor Santos, José Luis González, María Fernanda Trujillo Guerrero, Diego Díaz Pace, César Costa-Vera

Abstract read
In one paragraph

Article in Sensors (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

7 authors.

Juan Molina MConsejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Calle Godoy Cruz 2290, Buenos Aires 1425, Argentina.ORCID 0000-0002-1364-8960
Raquel PincayMass Spectrometry & Optical Spectroscopy Group, Departamento de Física, Escuela Politécnica Nacional (EPN), Ladrón de Guevara E11-253, Ed. #6, Piso 1, Quito 170525, Ecuador.
Víctor SantosDepartamento de Automatización y Control Industrial, Escuela Politécnica Nacional, Ladrón de Guevara E11-253, Quito 170525, Ecuador.ORCID 0000-0001-6616-3193
José Luis GonzálezMass Spectrometry & Optical Spectroscopy Group, Departamento de Física, Escuela Politécnica Nacional (EPN), Ladrón de Guevara E11-253, Ed. #6, Piso 1, Quito 170525, Ecuador.ORCID 0009-0005-0209-4770
María Fernanda Trujillo GuerreroDepartamento de Automatización y Control Industrial, Escuela Politécnica Nacional, Ladrón de Guevara E11-253, Quito 170525, Ecuador.ORCID 0000-0002-7250-6479
Diego Díaz PaceConsejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Calle Godoy Cruz 2290, Buenos Aires 1425, Argentina.
César Costa-VeraMass Spectrometry & Optical Spectroscopy Group, Departamento de Física, Escuela Politécnica Nacional (EPN), Ladrón de Guevara E11-253, Ed. #6, Piso 1, Quito 170525, Ecuador.ORCID 0000-0001-5242-1892

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Cocoa is a major commodity in the global food industry. Heavy metal contamination, particularly cadmium (Cd), raises significant concerns. This work demonstrates the use of laser-induced breakdown spectroscopy (LIBS) for fast Cd quantification in commercial cocoa powder across a wide range of concentrations (70-5000 ppm). Cocoa powder presents unique challenges due to its physical properties, such as the tendency to soften and liquefy at elevated temperatures, which complicates sample preparation. To address these issues, a mechanical mixing and pelletization protocol was implemented to ensure uniformity. Pellets were doped with known cadmium concentrations for calibration. Cadmium atomic lines at 340.36 and 361.05 nm were used to construct quantification curves. A special algorithm for background subtraction was implemented, and the LIBS plasma was characterized to ensure local thermodynamic equilibrium conditions. Out of eighteen samples, five double-blinded unknowns were evaluated. The concentrations agreed well within normalized standard deviations of 9.73% and 5.88% for the two cadmium lines. The limits of detection for the lines were 0.4 and 0.08 μg/g, respectively. LIBS is confirmed as a rapid and versatile analytical tool for Cd detection and quantification in complex food matrices, with potential applications in field-based and industrial monitoring systems.

Indexed as

CacaoCadmiumSpectrum AnalysisFood ContaminationLasersLimit of DetectionPowdersCadmiumPowderscadmiumcocoalaser-induced breakdown spectroscopyLIBS

Identifiers

PMID40285127
PMCPMC12031488

What OpenQuestion holds

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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.