Evidence map›Paper›PMID 41755243›Full record

ArticleSensors (Basel, Switzerland)2026

Detection and Quantification of Corn Starch and Wheat Flour as Adulterants in Milk Powder by Raman Spectroscopy Coupled with Chemometric Routines.

Edwin R Caballero-Agosto, Louang D Cruz-Dorta, Samuel P Hernandez-Rivera, Leonardo C Pacheco-Londoño, Ricardo Infante-Castillo

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Refinement and application of 12SCurrent research in food science · 2026
    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

5 authors.

Edwin R Caballero-AgostoDepartment of Physics-Chemistry, University of Puerto Rico-Arecibo, Arecibo, PR 00614, USA.ORCID 0000-0003-2472-5957
Louang D Cruz-DortaDepartment of Physics-Chemistry, University of Puerto Rico-Arecibo, Arecibo, PR 00614, USA.
Samuel P Hernandez-RiveraCenter for Chemical Sensors (CCS), Chemical Imaging and Surface Analysis Center (CISAC), Department of Chemistry, University of Puerto Rico-Mayagüez, Mayagüez, PR 00681, USA.ORCID 0000-0003-2536-6693
Leonardo C Pacheco-LondoñoCenter for Chemical Sensors (CCS), Chemical Imaging and Surface Analysis Center (CISAC), Department of Chemistry, University of Puerto Rico-Mayagüez, Mayagüez, PR 00681, USA.ORCID 0000-0002-5770-3706
Ricardo Infante-CastilloDepartment of Physics-Chemistry, University of Puerto Rico-Arecibo, Arecibo, PR 00614, USA.ORCID 0000-0001-6060-9596

Funding

Center for Research and Creation of the University of Puerto Rico at Arecibo N/A
6 · The paper itself

Abstract

Adulteration of milk powder (MP) is performed, especially in underdeveloped countries, by adding corn starch (CS) or wheat flour (WF) without mentioning it. Multiple techniques have been established to reduce these deceptive methods. Most of these techniques require samples to be sent to the laboratory for results through a time-consuming, expert-requiring, and destructive procedure. Raman spectroscopy (RS) has seen application due to the availability of portable modalities and its non-destructive, water-insensitive nature. Using principal component analysis (PCA), the differences and similarities between MP and the adulterants (CS and WF) have been evaluated. To quantify the percentages of CS and WF binary mixtures independently with MP, partial least squares regression (PLSR) has been employed. A total of 70 MP samples independently adulterated with CS and WF were prepared. Thirteen chemometric modes were developed by combining the first and second derivatives with Standard Normal Variate (SNV) and Multiplicative Scatter Correction (MSC) to quantify adulteration. The results obtained for CS and WF mixtures show errors of 0.76 and 0.77 %

Indexed as

FlourFood ContaminationMilkSpectrum Analysis, RamanStarchTriticumZea maysAnimalsLeast-Squares AnalysisPowdersPrincipal Component AnalysisPowdersStarchadulterationmilk powderpartial least squares (PLS)principal component analysis (PCA)Raman spectroscopy (RS)

Identifiers

PMID41755243
PMCPMC12944320

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.