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Although spectroscopy has emerged as an important tool, it is important to focus primarily on predictive modeling procedures rather than specific protocols. This article aims to contribute to a routine work sequence in a hybrid laboratory that seeks to provide the best data for its users. In this study, 18,730 soil samples from the state of Paran\u00e1, Brazil, were analyzed using three different laboratories, sensors and geometries for data acquisition. Thirty soil properties were analyzed, some using different chemical methodologies for comparison purposes. After a spectral reading, two literary protocols were applied, and the final prediction results were observed. We applied cubist models, which were the best for our population. The combination of different spectral analysis systems, with a standardized protocol using LB for the ISS detection of discrepant samples, was shown to significantly improve the accuracy of predictions for 21 of the 30 soil properties analyzed, highlighting the importance of choosing the extraction methodology and improving data quality, which have a significant impact on laboratory analyses, reaffirming spectroscopy as an essential tool for the efficient and sustainable management of soil resources.<\/jats:p>","DOI":"10.3390\/rs16234543","type":"journal-article","created":{"date-parts":[[2024,12,4]],"date-time":"2024-12-04T04:47:22Z","timestamp":1733287642000},"page":"4543","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["A Step Forward in Hybrid Soil Laboratory Analysis: Merging Chemometric Corrections, Protocols and Data-Driven Methods"],"prefix":"10.3390","volume":"16","author":[{"given":"Bruno dos Anjos","family":"Bartsch","sequence":"first","affiliation":[{"name":"Department of Soil Science, Luiz de Queiroz College of Agriculture, University of S\u00e3o Paulo, Av. P\u00e1dua Dias 11, Piracicaba 13418-260, SP, Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3439-4701","authenticated-orcid":false,"given":"Nicolas Augusto","family":"Rosin","sequence":"additional","affiliation":[{"name":"Department of Soil Science, Luiz de Queiroz College of Agriculture, University of S\u00e3o Paulo, Av. P\u00e1dua Dias 11, Piracicaba 13418-260, SP, Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0884-254X","authenticated-orcid":false,"given":"Uemeson Jos\u00e9","family":"dos Santos","sequence":"additional","affiliation":[{"name":"Federal Institute of Education, Science, and Technology of Par\u00e1, Campus Santar\u00e9m, Av. Mal. Castelo Branco, Interventoria 621, Santar\u00e9m 68020-820, PA, Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jo\u00e3o Augusto","family":"Coblinski","sequence":"additional","affiliation":[{"name":"Institute of Soil Science and Plant Cultivation\u2014State Research Institute, Czartoryskich 8, 24-100 Pu\u0142awy, Poland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0963-1189","authenticated-orcid":false,"given":"Marcelo H. P.","family":"Pelegrino","sequence":"additional","affiliation":[{"name":"Department of Soil Science, Luiz de Queiroz College of Agriculture, University of S\u00e3o Paulo, Av. 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P\u00e1dua Dias 11, Piracicaba 13418-260, SP, Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ednilson Batista","family":"Ortiz","sequence":"additional","affiliation":[{"name":"ABC Foundation Laboratory, Castro 84165-250, PR, Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Viviane Cristina Vivian","family":"Kochinki","sequence":"additional","affiliation":[{"name":"ABC Foundation Laboratory, Castro 84165-250, PR, Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Paulo","family":"Gallo","sequence":"additional","affiliation":[{"name":"ABC Foundation Laboratory, Castro 84165-250, PR, Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6757-3530","authenticated-orcid":false,"given":"Eyal Ben","family":"Dor","sequence":"additional","affiliation":[{"name":"Remote Sensing Laboratory, Geography Department, Porter School of the Environment and Earth Sciences, Faculty of Exact Sciences, Tel Aviv University, Tel Aviv 699780, Israel"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2343-5045","authenticated-orcid":false,"given":"Renan","family":"Falcioni","sequence":"additional","affiliation":[{"name":"Department of Agronomy, State University of Maring\u00e1, Av. Colombo 5790, Maring\u00e1 87020-900, PR, Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4854-2661","authenticated-orcid":false,"given":"Marcos Rafael","family":"Nanni","sequence":"additional","affiliation":[{"name":"Department of Agronomy, State University of Maring\u00e1, Av. Colombo 5790, Maring\u00e1 87020-900, PR, Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7377-7070","authenticated-orcid":false,"given":"Jo\u00e3o Vitor Ferreira","family":"Gon\u00e7alves","sequence":"additional","affiliation":[{"name":"Department of Agronomy, State University of Maring\u00e1, Av. Colombo 5790, Maring\u00e1 87020-900, PR, Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Caio Almeida de","family":"Oliveira","sequence":"additional","affiliation":[{"name":"Department of Agronomy, State University of Maring\u00e1, Av. 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J. Soil Sci."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"104485","DOI":"10.1016\/j.catena.2020.104485","article-title":"Prediction of Soil Texture Classes through Different Wavelength Regions of Reflectance Spectroscopy at Various Soil Depths","volume":"189","author":"Coblinski","year":"2020","journal-title":"Catena"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"105334","DOI":"10.1016\/j.catena.2021.105334","article-title":"Identification of Minerals in Subtropical Soils with Different Textural Classes by VIS\u2013NIR\u2013SWIR Reflectance Spectroscopy","volume":"203","author":"Coblinski","year":"2021","journal-title":"Catena"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"111","DOI":"10.1016\/j.geoderma.2015.11.030","article-title":"Estimation of Weathering Indices Using Spectral Reflectance over Visible to Mid-Infrared Region","volume":"266","author":"Mohanty","year":"2016","journal-title":"Geoderma"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1016\/j.geoderma.2005.03.007","article-title":"Visible, near Infrared, Mid Infrared or Combined Diffuse Reflectance Spectroscopy for Simultaneous Assessment of Various Soil Properties","volume":"131","author":"Walvoort","year":"2006","journal-title":"Geoderma"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"626","DOI":"10.1097\/SS.0000000000000026","article-title":"Prediction of Soil Texture Using FT-NIR Spectroscopy and PXRF Spectrometry With Data Fusion","volume":"178","author":"Wang","year":"2013","journal-title":"Soil Sci."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"36","DOI":"10.1016\/j.geoderma.2015.06.021","article-title":"Organic Substrate, Clay Type, Texture, and Water Influence on NIR Carbon Measurements","volume":"261","author":"Wight","year":"2016","journal-title":"Geoderma"},{"key":"ref_10","unstructured":"(2024, October 09). FAO Spectroscopy. Available online: https:\/\/www.fao.org\/global-soil-partnership\/glosolan\/en\/."},{"key":"ref_11","first-page":"589","article-title":"Spectral Regionalization of Tropical Soils in the Estimation of Soil Attributes","volume":"47","author":"Bellinaso","year":"2016","journal-title":"Revista Ci\u00eancia Agron\u00f4mica"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1016\/bs.agron.2015.02.002","article-title":"Soil Spectroscopy: An Alternative to Wet Chemistry for Soil Monitoring","volume":"132","author":"Nocita","year":"2015","journal-title":"Adv. Agron."},{"key":"ref_13","first-page":"112","article-title":"Reflectance Measurements of Soils in the Laboratory: Standards and Protocols","volume":"245\u2013246","author":"Ong","year":"2015","journal-title":"Geoderma"},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Karyotis, K., Chabrillat, S., and Ben-Dor, E. (2023, January 16). P4005: The IEEE SA Standard and Protocol Scheme for Soil Spectral Measurement in Both Laboratory and Field. Proceedings of the IGARSS 2023\u20132023 IEEE International Geoscience and Remote Sensing Symposium, Pasadena, CA, USA.","DOI":"10.1109\/IGARSS52108.2023.10282263"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"746","DOI":"10.2136\/sssaj2010.0174","article-title":"Performance of Three Identical Spectrometers in Retrieving Soil Reflectance under Laboratory Conditions","volume":"75","author":"Pimstein","year":"2011","journal-title":"Soil Sci. Soc. Am. J."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"363","DOI":"10.1127\/1432-8364\/2010\/0062","article-title":"White-Reference Based Post-Correction Method for Multi-Source Spectral Libraries","volume":"2010","author":"Jung","year":"2010","journal-title":"Photogramm. Fernerkund. Geoinf."},{"key":"ref_17","unstructured":"Funda\u00e7\u00e3o ABC (2024, October 09). Funda\u00e7\u00e3o ABC\u2014Pesquisa e Desenvolvimento Agropecu\u00e1rio. Available online: https:\/\/fundacaoabc.org\/."},{"key":"ref_18","unstructured":"(2024, October 09). HOME GeoCiS GeoCiS. Available online: https:\/\/esalqgeocis.wixsite.com\/english."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"151","DOI":"10.1002\/jpln.202200417","article-title":"World Reference Base for Soil Resources\u2014Its Fourth Edition and Its History","volume":"186","author":"Schad","year":"2023","journal-title":"J. Plant Nutr. Soil Sci."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"711","DOI":"10.1127\/0941-2948\/2013\/0507","article-title":"K\u00f6ppen\u2019s Climate Classification Map for Brazil","volume":"22","author":"Alvares","year":"2013","journal-title":"Meteorol. Z."},{"key":"ref_21","unstructured":"Teixeira, P.C., Donagemma, G.K., Fontana, A., and Teixeira, W.G. (2017). Manual de M\u00e9todos de An\u00e1lise de Solo, Embrapa. [3rd ed.]."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"111","DOI":"10.1016\/j.geoderma.2018.09.010","article-title":"Soil Analytical Quality Control by Traditional and Spectroscopy Techniques: Constructing the Future of a Hybrid Laboratory for Low Environmental Impact","volume":"337","author":"Dotto","year":"2019","journal-title":"Geoderma"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1016\/j.geoderma.2017.09.014","article-title":"Internal Soil Standard Method for the Brazilian Soil Spectral Library: Performance and Proximate Analysis","volume":"312","author":"Romero","year":"2018","journal-title":"Geoderma"},{"key":"ref_24","unstructured":"Stevens, A., and Ramirez-Lopez, L. (2013). Prospectr: Processing and Sample Selection for VisNIR Spectral Data, Massachusetts Institute of Technology (MIT)."},{"key":"ref_25","unstructured":"R Core Team R (2018). A Language and Environment for Statistical Computing, R Foundation for Statistical Computing."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"116029","DOI":"10.1016\/j.geoderma.2022.116029","article-title":"Bridging the Gap between Soil Spectroscopy and Traditional Laboratory: Insights for Routine Implementation","volume":"425","author":"Poppiel","year":"2022","journal-title":"Geoderma"},{"key":"ref_27","unstructured":"Kuhn, M., and Quinlan, R. (2021). Cubist: Rule\u2014And Instance-Based Regression Modeling, Rulequest Research Pty Ltd."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"115159","DOI":"10.1016\/j.geoderma.2021.115159","article-title":"Evaluating Validation Strategies on the Performance of Soil Property Prediction from Regional to Continental Spectral Data","volume":"400","author":"Chen","year":"2021","journal-title":"Geoderma"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"565","DOI":"10.1016\/j.geoderma.2018.10.015","article-title":"Stratification of a Local VIS-NIR-SWIR Spectral Library by Homogeneity Criteria Yields More Accurate Soil Organic Carbon Predictions","volume":"337","author":"Dalmolin","year":"2019","journal-title":"Geoderma"},{"key":"ref_30","unstructured":"Quinlan, J.R. (1992, January 16\u201318). AI \u201992: Proceedings of the 5th Australian Joint Conference on Artificial Intelligence. Proceedings of the 5th Australian Joint Conference on Artificial Intelligence (AI\u201992), Hobart, Tasmania."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"401","DOI":"10.1016\/j.apm.2019.12.016","article-title":"Selecting Appropriate Machine Learning Methods for Digital Soil Mapping","volume":"81","author":"Khaledian","year":"2020","journal-title":"Appl. Math. Model."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"454","DOI":"10.1016\/j.saa.2017.10.052","article-title":"Visible and near Infrared Spectroscopy Coupled to Random Forest to Quantify Some Soil Quality Parameters","volume":"191","author":"Poppi","year":"2018","journal-title":"Spectrochim. Acta A Mol. Biomol. Spectrosc."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1016\/j.geoderma.2015.04.017","article-title":"Spectral Libraries for Quantitative Analyses of Tropical Brazilian Soils: Comparing Vis\u2013NIR and Mid-IR Reflectance Data","volume":"255\u2013256","author":"Terra","year":"2015","journal-title":"Geoderma"},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"163","DOI":"10.1016\/S0065-2113(10)07005-7","article-title":"Visible and Near Infrared Spectroscopy in Soil Science","volume":"107","author":"Stenberg","year":"2010","journal-title":"Adv. Agron."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"105017","DOI":"10.1016\/j.still.2021.105017","article-title":"Soil Organic Carbon Estimation Using VNIR\u2013SWIR Spectroscopy: The Effect of Multiple Sensors and Scanning Conditions","volume":"211","author":"Gholizadeh","year":"2021","journal-title":"Soil Tillage Res."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1016\/j.geoderma.2017.09.013","article-title":"Comparison of Multivariate Methods for Estimating Selected Soil Properties from Intact Soil Cores of Paddy Fields by Vis\u2013NIR Spectroscopy","volume":"310","author":"Xu","year":"2018","journal-title":"Geoderma"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1080\/05704928.2013.811081","article-title":"The Performance of Visible, Near-, and Mid-Infrared Reflectance Spectroscopy for Prediction of Soil Physical, Chemical, and Biological Properties","volume":"49","author":"Janik","year":"2014","journal-title":"Appl. Spectrosc. Rev."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1016\/j.geoderma.2010.03.001","article-title":"Comparison among Principal Component, Partial Least Squares and Back Propagation Neural Network Analyses for Accuracy of Measurement of Selected Soil Properties with Visible and near Infrared Spectroscopy","volume":"158","author":"Mouazen","year":"2010","journal-title":"Geoderma"},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Kusuma, C.G., Bhoomika, S.A., and Dharumarajan, S. (2024). Prediction of Soil Nutrients Using Visible-near-Infrared Reflectance Laboratory Spectroscopy. Remote Sensing of Soils, Elsevier.","DOI":"10.1016\/B978-0-443-18773-5.00001-6"},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"123","DOI":"10.1255\/jnirs.299","article-title":"The Potential of near Infrared Reflectance Spectroscopy as a Tool for the Chemical Characterisation of Agricultural Soils","volume":"9","author":"Confalonieri","year":"2001","journal-title":"J. Near Infrared Spectrosc."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"144","DOI":"10.1016\/j.compag.2007.03.011","article-title":"Prediction of Soil Macronutrients Content Using Near-Infrared Spectroscopy","volume":"58","author":"He","year":"2007","journal-title":"Comput. Electron. Agric."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"1472","DOI":"10.1016\/j.apgeochem.2009.04.017","article-title":"The Potential of Mid- and near-Infrared Diffuse Reflectance Spectroscopy for Determining Major- and Trace-Element Concentrations in Soils from a Geochemical Survey of North America","volume":"24","author":"Reeves","year":"2009","journal-title":"Appl. Geochem."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"607","DOI":"10.1071\/EA01172","article-title":"The Potential of Near-Infrared Reflectance Spectroscopy for Soil Analysis\u2014A Case Study from the Riverine Plain of South-Eastern Australia","volume":"42","author":"Dunn","year":"2002","journal-title":"Aust. J. Exp. Agric."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"116174","DOI":"10.1016\/j.geoderma.2022.116174","article-title":"Developing Spectrotransfer Functions (STFs) to Predict Basic Physical and Chemical Properties of Calcareous Soils","volume":"428","author":"Mozaffari","year":"2022","journal-title":"Geoderma"},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"145","DOI":"10.1255\/jnirs.362","article-title":"Exploring the Use of near Infrared Reflectance Spectroscopy to Study Physical Properties and Microelements in Soils","volume":"11","author":"Moron","year":"2003","journal-title":"J. Near Infrared Spectrosc."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"104185","DOI":"10.1016\/j.catena.2019.104185","article-title":"Near Infrared Diffuse Reflectance Spectroscopy for Rapid and Comprehensive Soil Condition Assessment in Smallholder Cacao Farming Systems of Papua New Guinea","volume":"183","author":"Singh","year":"2019","journal-title":"Catena"},{"key":"ref_47","first-page":"190","article-title":"Spectral Pedology: A New Perspective on Evaluation of Soils along Pedogenetic Alterations","volume":"217\u2013218","year":"2014","journal-title":"Geoderma"},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"436","DOI":"10.1007\/s11270-017-3609-9","article-title":"Reflectance Spectroscopy (Vis-NIR) for Assessing Soil Heavy Metals Concentrations Determined by Two Different Analytical Protocols, Based on ISO 11466 and ISO 14869-1","volume":"228","author":"Angelopoulou","year":"2017","journal-title":"Water Air Soil Pollut."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"261","DOI":"10.19047\/0136-1694-2024-119-261-305","article-title":"The Brazilian Soil Spectral Library Data Opening","volume":"119","author":"Novais","year":"2024","journal-title":"Dokuchaev Soil Bull."},{"key":"ref_50","doi-asserted-by":"crossref","unstructured":"Dematt\u00ea, J.A.M., Paiva, A.F.D.S., Poppiel, R.R., Rosin, N.A., Ruiz, L.F.C., Mello, F.A.D.O., Minasny, B., Grunwald, S., Ge, Y., and Ben Dor, E. (2022). The Brazilian Soil Spectral Service (BraSpecS): A User-Friendly System for Global Soil Spectra Communication. Remote Sens., 14.","DOI":"10.3390\/rs14030740"}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/16\/23\/4543\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T16:46:35Z","timestamp":1760114795000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/16\/23\/4543"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,12,4]]},"references-count":50,"journal-issue":{"issue":"23","published-online":{"date-parts":[[2024,12]]}},"alternative-id":["rs16234543"],"URL":"https:\/\/doi.org\/10.3390\/rs16234543","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,12,4]]}}}