<?xml version="1.0" encoding="UTF-8"?><?xml-stylesheet type="text/xsl" href="static/style.xsl"?><OAI-PMH xmlns="http://www.openarchives.org/OAI/2.0/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/ http://www.openarchives.org/OAI/2.0/OAI-PMH.xsd"><responseDate>2026-04-17T13:51:41Z</responseDate><request verb="GetRecord" identifier="oai:riubu.ubu.es:10259/10459" metadataPrefix="dim">https://riubu.ubu.es/oai/request</request><GetRecord><record><header><identifier>oai:riubu.ubu.es:10259/10459</identifier><datestamp>2025-05-14T00:05:09Z</datestamp><setSpec>com_10259_4249</setSpec><setSpec>com_10259_5086</setSpec><setSpec>com_10259_2604</setSpec><setSpec>col_10259_4250</setSpec></header><metadata><dim:dim xmlns:dim="http://www.dspace.org/xmlns/dspace/dim" xmlns:doc="http://www.lyncode.com/xoai" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.dspace.org/xmlns/dspace/dim http://www.dspace.org/schema/dim.xsd">
<dim:field mdschema="dc" element="contributor" qualifier="author" authority="2020c09d-babf-44bd-ba2a-79fa68eb2eb6" confidence="600" orcid_id="">Castro Reigía, David</dim:field>
<dim:field mdschema="dc" element="contributor" qualifier="author" authority="84173bb2-4425-44c3-bd0c-a54e29afec88" confidence="600" orcid_id="">García, Iker</dim:field>
<dim:field mdschema="dc" element="contributor" qualifier="author" authority="522" confidence="600" orcid_id="0000-0001-8693-8806">Sanllorente Méndez, Silvia</dim:field>
<dim:field mdschema="dc" element="contributor" qualifier="author" authority="406" confidence="600" orcid_id="0000-0002-4751-8929">Ortiz Fernández, Mª Cruz</dim:field>
<dim:field mdschema="dc" element="contributor" qualifier="author" authority="534" confidence="600" orcid_id="0000-0002-5936-7929">Sarabia Peinador, Luis Antonio</dim:field>
<dim:field mdschema="dc" element="date" qualifier="accessioned">2025-05-13T06:24:37Z</dim:field>
<dim:field mdschema="dc" element="date" qualifier="available">2025-05-13T06:24:37Z</dim:field>
<dim:field mdschema="dc" element="date" qualifier="issued">2025-04</dim:field>
<dim:field mdschema="dc" element="identifier" qualifier="uri">http://hdl.handle.net/10259/10459</dim:field>
<dim:field mdschema="dc" element="identifier" qualifier="doi">10.3390/app15094808</dim:field>
<dim:field mdschema="dc" element="identifier" qualifier="essn">2076-3417</dim:field>
<dim:field mdschema="dc" element="description" qualifier="abstract" lang="en">NIR spectroscopy has become one of the most prominent techniques in the food industry due to its easy and fast use. Coupled with PLS, it is a well-established method for determining nutrients, contaminants, or adulterants in foods. Nevertheless, it is not common when calculating the capability of detection or discrimination given a target/permitted value, providing probabilities of false non-compliance (α) or false compliance (β). That is exactly the main purpose of this work, where a single procedure using the accuracy line to evaluate these figures of merit by generalizing ISO 11843 when using NIR-PLS in real scenarios in agri-food industries is shown. Nevertheless, it is a completely general procedure and can be used in any analytical context in which a PLS calibration is applied. As an example of its versatility, several analytical determinations were performed using different common food matrices in the agri-food industry (butter, flour, milk, yogurt, oil, and olives) for the quantification of protein, fat, salt, and two agrochemicals. Some results were a detection capability of 5.2% of fat in milk, 1.20 mg kg−1 for diflufenican, and 2.34 mg kg−1 for piretrin in olives when maximum limits were established at 5%, 0.6 mg kg−1, and 0.5 mg kg−1 respectively. Also, 1.02% for salt in butter and 11.45%, 3.78%, and 2.65% for protein in flour, milk, and yogurt, respectively, were obtained when minimum limits were established at 1.2%, 12%, 4%, and 3% respectively. In all cases α = β = 0.05.</dim:field>
<dim:field mdschema="dc" element="description" qualifier="sponsorship" lang="en">The authors thank Lugar daVeiga S.L.L., Lácteos De Moeche S.L., and Fundación CITOLIVA/INOLEO for allowing the measurements in their facilities and the entities for the financial support.</dim:field>
<dim:field mdschema="dc" element="format" qualifier="mimetype">application/pdf</dim:field>
<dim:field mdschema="dc" element="language" qualifier="iso" lang="es">eng</dim:field>
<dim:field mdschema="dc" element="publisher" lang="es">MDPI</dim:field>
<dim:field mdschema="dc" element="relation" qualifier="ispartof" lang="es">Applied Sciences. 2025, V. 15, n. 9, p. 4808</dim:field>
<dim:field mdschema="dc" element="relation" qualifier="publisherversion" lang="es">https://doi.org/10.3390/app15094808</dim:field>
<dim:field mdschema="dc" element="rights" lang="*">Atribución 4.0 Internacional</dim:field>
<dim:field mdschema="dc" element="rights" qualifier="uri" lang="*">http://creativecommons.org/licenses/by/4.0/</dim:field>
<dim:field mdschema="dc" element="rights" qualifier="accessRights" lang="es">info:eu-repo/semantics/openAccess</dim:field>
<dim:field mdschema="dc" element="subject" lang="en">PLS Calibration</dim:field>
<dim:field mdschema="dc" element="subject" lang="en">NIR Spectroscopy</dim:field>
<dim:field mdschema="dc" element="subject" lang="en">Contaminants</dim:field>
<dim:field mdschema="dc" element="subject" lang="en">Food adulterants</dim:field>
<dim:field mdschema="dc" element="subject" lang="en">Capability of detection</dim:field>
<dim:field mdschema="dc" element="subject" lang="en">Minimun detectable concentration</dim:field>
<dim:field mdschema="dc" element="subject" lang="en">False positive</dim:field>
<dim:field mdschema="dc" element="subject" lang="en">False negative</dim:field>
<dim:field mdschema="dc" element="subject" lang="en">False compliance</dim:field>
<dim:field mdschema="dc" element="subject" lang="en">False non-compliance</dim:field>
<dim:field mdschema="dc" element="subject" qualifier="other" lang="es">Química analítica</dim:field>
<dim:field mdschema="dc" element="subject" qualifier="other" lang="es">Alimentos</dim:field>
<dim:field mdschema="dc" element="subject" qualifier="other" lang="en">Chemistry, Analytic</dim:field>
<dim:field mdschema="dc" element="subject" qualifier="other" lang="en">Food</dim:field>
<dim:field mdschema="dc" element="title" lang="en">Detection of Nutrients and Contaminants in the Agri-Food Industry Evaluating the Probabilities of False Compliance and False Non-Compliance Through PLS Models and NIR Spectroscopy</dim:field>
<dim:field mdschema="dc" element="type" lang="es">info:eu-repo/semantics/article</dim:field>
<dim:field mdschema="dc" element="type" qualifier="hasVersion" lang="es">info:eu-repo/semantics/publishedVersion</dim:field>
<dim:field mdschema="dc" element="journal" qualifier="title" lang="es">Applied Sciences</dim:field>
<dim:field mdschema="dc" element="volume" qualifier="number" lang="es">15</dim:field>
<dim:field mdschema="dc" element="issue" qualifier="number" lang="es">9</dim:field>
<dim:field mdschema="dc" element="page" qualifier="initial" lang="es">4808</dim:field>
</dim:dim></metadata></record></GetRecord></OAI-PMH>