{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,23]],"date-time":"2026-08-23T16:57:33Z","timestamp":1787504253719,"version":"build-2736575974"},"reference-count":68,"publisher":"Elsevier BV","issue":"4","license":[{"start":{"date-parts":[[2025,12,1]],"date-time":"2025-12-01T00:00:00Z","timestamp":1764547200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2025,12,1]],"date-time":"2025-12-01T00:00:00Z","timestamp":1764547200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T00:00:00Z","timestamp":1760140800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/100011260","name":"FP7 Research infrastructures","doi-asserted-by":"publisher","award":["FP7-REGPOT-CT2012-316205"],"award-info":[{"award-number":["FP7-REGPOT-CT2012-316205"]}],"id":[{"id":"10.13039\/100011260","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100014803","name":"European Food Safety Authority","doi-asserted-by":"publisher","award":["GP\/EFSA\/ALPHA\/2018\/02"],"award-info":[{"award-number":["GP\/EFSA\/ALPHA\/2018\/02"]}],"id":[{"id":"10.13039\/100014803","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100005989","name":"Ministrstvo za Izobra\u017eevanje, Znanost in \u0160port","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100005989","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004963","name":"Seventh Framework Programme","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100004963","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004329","name":"Slovenian Research and Innovation Agency","doi-asserted-by":"publisher","award":["P4-0072"],"award-info":[{"award-number":["P4-0072"]}],"id":[{"id":"10.13039\/501100004329","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004329","name":"Slovenian Research and Innovation Agency","doi-asserted-by":"publisher","award":["MR 54720"],"award-info":[{"award-number":["MR 54720"]}],"id":[{"id":"10.13039\/501100004329","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004329","name":"Slovenian Research and Innovation Agency","doi-asserted-by":"publisher","award":["P4-0431"],"award-info":[{"award-number":["P4-0431"]}],"id":[{"id":"10.13039\/501100004329","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100008530","name":"European Regional Development Fund","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100008530","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Plant Phenomics"],"published-print":{"date-parts":[[2025,12]]},"DOI":"10.1016\/j.plaphe.2025.100127","type":"journal-article","created":{"date-parts":[[2025,10,15]],"date-time":"2025-10-15T19:08:59Z","timestamp":1760555339000},"page":"100127","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":3,"title":["Detecting nematodes in potato plants an explainable machine learning approach for detection of potato cyst nematode infections using hyperspectral imaging"],"prefix":"10.1016","volume":"7","author":[{"given":"Janez","family":"Lapajne","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nik","family":"Susi\u010d","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Andrej","family":"Von\u010dina","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Barbara","family":"Geri\u010d Stare","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nicole","family":"Viaene","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jonathan","family":"Van Beek","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"David","family":"Nuyttens","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sa\u0161a","family":"\u0160irca","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0091-5441","authenticated-orcid":false,"given":"Uro\u0161","family":"\u017dibrat","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.plaphe.2025.100127_bib1","series-title":"Plant Nematology","first-page":"109","article-title":"Cyst Nematodes","author":"Turner","year":"2013"},{"key":"10.1016\/j.plaphe.2025.100127_bib2","series-title":"Globodera pallida (White Potato Cyst Nematode)","author":"Rowe","year":"2022"},{"key":"10.1016\/j.plaphe.2025.100127_bib3","series-title":"Globodera rostochiensis (Yellow Potato Cyst Nematode)","author":"Rowe","year":"2022"},{"key":"10.1016\/j.plaphe.2025.100127_bib4","first-page":"12","article-title":"Implementing regulation (EU) 2022\/1192 of 11 July 2022 establishing measures to eradicate and prevent the spread of Globodera Pallida (Stone) behrens and Globodera Rostochiensis (Wollenweber) behrens","author":"European Union Commission","year":"2022","journal-title":"Off. J. Eur. Union"},{"key":"10.1016\/j.plaphe.2025.100127_bib5","doi-asserted-by":"crossref","first-page":"367","DOI":"10.3390\/s22010367","article-title":"Comparison of selected dimensionality reduction methods for detection of root-knot nematode infestations in potato tubers using hyperspectral imaging","volume":"22","author":"Lapajne","year":"2022","journal-title":"Sensors"},{"key":"10.1016\/j.plaphe.2025.100127_bib6","series-title":"Cyst Nematodes","first-page":"1","article-title":"Cyst Nematodes - Life Cycle and Economic Importance","author":"Moens","year":"2018"},{"key":"10.1016\/j.plaphe.2025.100127_bib7","doi-asserted-by":"crossref","first-page":"123","DOI":"10.1080\/01140671.1997.9513998","article-title":"Differentiation of australasian Potato Cyst Nematode (PCN) populations using the Polymerase Chain Reaction (PCR)","volume":"25","author":"Bulman","year":"1997","journal-title":"N. Z. J. Crop Hortic. Sci."},{"key":"10.1016\/j.plaphe.2025.100127_bib8","doi-asserted-by":"crossref","first-page":"789","DOI":"10.1163\/15685411-00003086","article-title":"Development and validation of real-time PCR assays based on novel molecular markers for the simultaneous detection and identification of Globodera Pallida, G. Rostochiensis and Heterodera Schachtii","volume":"19","author":"Gamel","year":"2017","journal-title":"Nematol"},{"key":"10.1016\/j.plaphe.2025.100127_bib9","doi-asserted-by":"crossref","first-page":"3041","DOI":"10.3390\/plants13213041","article-title":"Emerging trends and technologies used for the identification, detection, and characterisation of plant-parasitic nematode infestation in crops","volume":"13","author":"Pun","year":"2024","journal-title":"Plants"},{"key":"10.1016\/j.plaphe.2025.100127_bib10","doi-asserted-by":"crossref","first-page":"80","DOI":"10.1186\/s13007-017-0233-z","article-title":"Hyperspectral image analysis techniques for the detection and classification of the early onset of plant disease and stress","volume":"13","author":"Lowe","year":"2017","journal-title":"Plant Methods"},{"key":"10.1016\/j.plaphe.2025.100127_bib11","doi-asserted-by":"crossref","first-page":"3005","DOI":"10.1007\/s11042-021-11729-8","article-title":"Hyperspectral imagery applications for precision agriculture - a systemic survey","volume":"81","author":"Sethy","year":"2022","journal-title":"Multimed. Tool. Appl."},{"key":"10.1016\/j.plaphe.2025.100127_bib12","doi-asserted-by":"crossref","first-page":"876","DOI":"10.1007\/s11119-021-09865-0","article-title":"Potential of laboratory hyperspectral data for In-Field detection of Phytophthora infestans on potato","volume":"23","author":"Appeltans","year":"2022","journal-title":"Precis. Agric."},{"key":"10.1016\/j.plaphe.2025.100127_bib13","doi-asserted-by":"crossref","first-page":"1996","DOI":"10.3390\/rs13101996","article-title":"Detection of root-knot Nematode Meloidogyne Luci infestation of potato tubers using hyperspectral remote sensing and real-time PCR molecular methods","volume":"13","author":"\u017dibrat","year":"2021","journal-title":"Remote Sens."},{"key":"10.1016\/j.plaphe.2025.100127_bib14","doi-asserted-by":"crossref","first-page":"6064","DOI":"10.3390\/su16146064","article-title":"Hyperspectral image analysis and machine learning techniques for crop disease detection and identification: a review","volume":"16","author":"Garc\u00eda-Vera","year":"2024","journal-title":"Sustainability"},{"key":"10.1016\/j.plaphe.2025.100127_bib15","doi-asserted-by":"crossref","first-page":"749","DOI":"10.1007\/s40502-024-00839-8","article-title":"High throughput phenotyping using hyperspectral imaging for seed quality assurance coupled with machine learning methods: principles and way forward","volume":"29","author":"Dhanya","year":"2024","journal-title":"Plant Physiol. Rep."},{"key":"10.1016\/j.plaphe.2025.100127_bib16","doi-asserted-by":"crossref","DOI":"10.1016\/j.compag.2024.109746","article-title":"Field-Scale UAV-based multispectral phenomics: leveraging machine learning, explainable AI, and hybrid feature engineering for enhancements in potato phenotyping","volume":"229","author":"Lapajne","year":"2025","journal-title":"Comput. Electron. Agric."},{"key":"10.1016\/j.plaphe.2025.100127_bib17","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1186\/s40537-021-00444-8","article-title":"Review of deep learning: concepts, CNN architectures, challenges, applications, future directions","volume":"8","author":"Alzubaidi","year":"2021","journal-title":"J. Big Data"},{"key":"10.1016\/j.plaphe.2025.100127_bib18","series-title":"A Unified Approach to Interpreting Model Predictions","author":"Lundberg","year":"2017"},{"key":"10.1016\/j.plaphe.2025.100127_bib19","series-title":"Uniform Manifold Approximation and Projection for Dimension Reduction","author":"McInnes","year":"2018"},{"key":"10.1016\/j.plaphe.2025.100127_bib20","doi-asserted-by":"crossref","first-page":"170","DOI":"10.1163\/187529266X00185","article-title":"An improvement of Bijloo's method for determining the egg content of heterodera cysts","volume":"12","author":"Den Ouden","year":"1966","journal-title":"Nematol"},{"key":"10.1016\/j.plaphe.2025.100127_bib21","doi-asserted-by":"crossref","first-page":"209","DOI":"10.1556\/APhyt.38.2003.1-2.22","article-title":"Efficiency of the system of nematode cyst extraction from soil samples used in Slovenia","volume":"38","author":"Urek","year":"2003","journal-title":"Acta Phytopathol. Entomol. Hung."},{"key":"10.1016\/j.plaphe.2025.100127_bib22","series-title":"Spectral Imaging Analysis for Python (Siapy)","author":"Lapajne","year":"2023"},{"key":"10.1016\/j.plaphe.2025.100127_bib23","doi-asserted-by":"crossref","first-page":"1728","DOI":"10.1177\/0962280219854487","article-title":"Evaluation of multiple prediction models: a novel view on model selection and performance assessment","volume":"29","author":"Westphal","year":"2020","journal-title":"Stat. Methods Med. Res."},{"key":"10.1016\/j.plaphe.2025.100127_bib24","series-title":"Automated Classification of Dry Bean Varieties Using Xgboost and SVM Models","author":"Ardeshirifar","year":"2024"},{"key":"10.1016\/j.plaphe.2025.100127_bib25","doi-asserted-by":"crossref","first-page":"318","DOI":"10.1016\/j.compag.2018.08.027","article-title":"Using support vector machines classification to differentiate spectral signatures of potato plants infected with potato virus Y","volume":"153","author":"Griffel","year":"2018","journal-title":"Comput. Electron. Agric."},{"key":"10.1016\/j.plaphe.2025.100127_bib26","series-title":"Optuna: a Next-Generation Hyperparameter Optimization Framework","author":"Akiba","year":"2019"},{"key":"10.1016\/j.plaphe.2025.100127_bib27","series-title":"Tree-Structured Parzen Estimator: Understanding its Algorithm Components and their Roles for Better Empirical Performance","author":"Watanabe","year":"2023"},{"key":"10.1016\/j.plaphe.2025.100127_bib28","series-title":"Cross-Validation: what does it Estimate and How Well does it Do it?","author":"Bates","year":"2021"},{"key":"10.1016\/j.plaphe.2025.100127_bib29","series-title":"A Language and Environment for Statistical Computing","year":"2024"},{"key":"10.1016\/j.plaphe.2025.100127_bib30","series-title":"Cyst Nematodes","first-page":"101","article-title":"Role of Population Dynamics and Damage Thresholds in Cyst Nematode Management","author":"Bird","year":"2018"},{"key":"10.1016\/j.plaphe.2025.100127_bib31","doi-asserted-by":"crossref","first-page":"167","DOI":"10.1146\/annurev.py.29.090191.001123","article-title":"Resistance to and tolerance of plant parasitic nematodes in plants","volume":"29","author":"Trudgill","year":"1991","journal-title":"Annu. Rev. Phytopathol."},{"key":"10.1016\/j.plaphe.2025.100127_bib32","series-title":"Potato Cyst Nematodes: Biology, Distribution and Control","first-page":"7","article-title":"The origins, global distribution and biology of potato cyst nematodes, Globodera Rostochiensis (Woll.) and Globodera Pallida Stone)","author":"Turner","year":"1998"},{"key":"10.1016\/j.plaphe.2025.100127_bib33","doi-asserted-by":"crossref","first-page":"385","DOI":"10.1111\/j.1744-7348.1983.tb02708.x","article-title":"Tolerance of potato to potato cyst nematodes (Globodera Rostochiensis and G. Pallida) in relation to the growth and efficiency of the root system","volume":"102","author":"Trudgill","year":"1983","journal-title":"Ann. Appl. Biol."},{"key":"10.1016\/j.plaphe.2025.100127_bib34","doi-asserted-by":"crossref","first-page":"499","DOI":"10.1111\/j.1744-7348.1995.tb07608.x","article-title":"Analyses of the effects of potato cyst nematodes (Globodera Pallida) on growth, physiology and yield of potato cultivars in field plots at three levels of soil compaction","volume":"127","author":"Van Oijen","year":"1995","journal-title":"Ann. Appl. Biol."},{"key":"10.1016\/j.plaphe.2025.100127_bib35","doi-asserted-by":"crossref","first-page":"162","DOI":"10.1007\/BF01995965","article-title":"The influence of cyst nematodes and drought on potato growth. 2. Effects on plant water relations under semi-controlled conditions","volume":"97","author":"Haverkort","year":"1991","journal-title":"Neth. J. Plant Pathol."},{"key":"10.1016\/j.plaphe.2025.100127_bib36","doi-asserted-by":"crossref","first-page":"266","DOI":"10.1126\/science.aaz7614","article-title":"The physiology of plant responses to drought","volume":"368","author":"Gupta","year":"2020","journal-title":"Science"},{"key":"10.1016\/j.plaphe.2025.100127_bib37","doi-asserted-by":"crossref","DOI":"10.3389\/fpls.2020.556972","article-title":"Drought stress responses and resistance in plants: from cellular responses to long-distance intercellular communication","volume":"11","author":"Takahashi","year":"2020","journal-title":"Front. Plant Sci."},{"key":"10.1016\/j.plaphe.2025.100127_bib38","doi-asserted-by":"crossref","first-page":"551","DOI":"10.1093\/aob\/mcn125","article-title":"Photosynthesis under drought and salt stress: regulation mechanisms from whole plant to cell","volume":"103","author":"Chaves","year":"2009","journal-title":"Ann. Bot."},{"key":"10.1016\/j.plaphe.2025.100127_bib39","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1016\/j.jphotochemrev.2014.09.004","article-title":"Recent advances in photosynthetic energy conversion","volume":"22","author":"Sekar","year":"2015","journal-title":"J. Photochem. Photobiol. C Photochem. Rev."},{"key":"10.1016\/j.plaphe.2025.100127_bib40","doi-asserted-by":"crossref","first-page":"648","DOI":"10.1080\/15427528.2018.1486932","article-title":"Fertigation improves potato production in Inner Mongolia (China)","volume":"32","author":"Jia","year":"2018","journal-title":"J. Crop Improv."},{"key":"10.1016\/j.plaphe.2025.100127_bib41","series-title":"Hyperspectral Remote Sensing","first-page":"357","article-title":"Noninvasive detection of plant parasitic nematodes using hyperspectral and other remote sensing systems","author":"\u017dibrat","year":"2020"},{"key":"10.1016\/j.plaphe.2025.100127_bib42","first-page":"249","article-title":"Effects of Globodera Rostochiensis, water stress and exogenous abscisic acid on stomatal function and water use of Cara and Pentland Dell Potato plants","volume":"8","author":"Fatemy","year":"1985","journal-title":"Rev. Nematol."},{"key":"10.1016\/j.plaphe.2025.100127_bib43","doi-asserted-by":"crossref","DOI":"10.3389\/fpls.2015.00542","article-title":"Coping with drought: stress and adaptive responses in potato and perspectives for improvement","volume":"6","author":"Obidiegwu","year":"2015","journal-title":"Front. Plant Sci."},{"key":"10.1016\/j.plaphe.2025.100127_bib44","doi-asserted-by":"crossref","first-page":"842","DOI":"10.1016\/j.snb.2018.06.121","article-title":"Discrimination between abiotic and biotic drought stress in tomatoes using hyperspectral imaging","volume":"273","author":"Susi\u010d","year":"2018","journal-title":"Sensor. Actuator. B Chem."},{"key":"10.1016\/j.plaphe.2025.100127_bib45","doi-asserted-by":"crossref","first-page":"1589","DOI":"10.1111\/ppa.13246","article-title":"The use of infrared spectroscopy and machine learning tools for detection of Meloidogyne Infestations","volume":"69","author":"San-Blas","year":"2020","journal-title":"Plant Pathol."},{"key":"10.1016\/j.plaphe.2025.100127_bib46","doi-asserted-by":"crossref","first-page":"4021","DOI":"10.3390\/rs14164021","article-title":"Hyperspectral reflectance and machine learning approaches for the detection of drought and root\u2013knot nematode infestation in cotton","volume":"14","author":"Ramamoorthy","year":"2022","journal-title":"Remote Sens."},{"key":"10.1016\/j.plaphe.2025.100127_bib47","doi-asserted-by":"crossref","first-page":"710","DOI":"10.30630\/joiv.7.3.1102","article-title":"Extreme gradient boosting Algorithm to improve machine learning model performance on multiclass imbalanced dataset","volume":"7","author":"Pristyanto","year":"2023","journal-title":"JOIV : Int. J. Inform. Visualization"},{"key":"10.1016\/j.plaphe.2025.100127_bib48","series-title":"Proceedings of the 2024 3rd International Conference on Artificial Intelligence for Internet of Things (AIIoT)","first-page":"1","article-title":"Hand gesture recognition based on surface EMG using feature fusion and machine learning approaches","author":"Sahoo","year":"2024"},{"key":"10.1016\/j.plaphe.2025.100127_bib49","doi-asserted-by":"crossref","first-page":"581","DOI":"10.1007\/s12161-020-01886-1","article-title":"Near-Infrared spectroscopy and hyperspectral imaging for sugar content evaluation in potatoes over multiple growing seasons","volume":"14","author":"Rady","year":"2021","journal-title":"Food Anal. Methods"},{"key":"10.1016\/j.plaphe.2025.100127_bib50","doi-asserted-by":"crossref","first-page":"1918","DOI":"10.3390\/plants13141918","article-title":"Enhancing water-deficient potato plant identification: assessing realistic performance of attention-based deep neural networks and hyperspectral imaging for agricultural applications","volume":"13","author":"Lapajne","year":"2024","journal-title":"Plants"},{"key":"10.1016\/j.plaphe.2025.100127_bib51","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1007\/s00003-021-01343-z","article-title":"Hyperspectral reflectance imaging for water content and firmness prediction of potatoes by optimum wavelengths","volume":"17","author":"Cui","year":"2022","journal-title":"J.Consum.Prot Food Saf."},{"key":"10.1016\/j.plaphe.2025.100127_bib52","doi-asserted-by":"crossref","first-page":"1330","DOI":"10.1109\/TBME.2020.3026683","article-title":"Tongue Tumor detection in hyperspectral images using deep learning semantic segmentation","volume":"68","author":"Trajanovski","year":"2021","journal-title":"IEEE Trans. Biomed. Eng."},{"key":"10.1016\/j.plaphe.2025.100127_bib53","doi-asserted-by":"crossref","DOI":"10.1117\/1.JRS.16.026505","article-title":"Optimal band selection for target detection with a LWIR multispectral imager","volume":"16","author":"Zelinski","year":"2022","journal-title":"J. Appl. Remote Sens."},{"key":"10.1016\/j.plaphe.2025.100127_bib54","series-title":"Practical Guide and Spectral Atlas for Interpretive Near-Infrared Spectroscopy","isbn-type":"print","doi-asserted-by":"crossref","DOI":"10.1201\/b11894","author":"Workman","year":"2012","ISBN":"https:\/\/id.crossref.org\/isbn\/9780429110511"},{"key":"10.1016\/j.plaphe.2025.100127_bib55","series-title":"Compatible Solutes Engineering for Crop Plants Facing Climate Change","isbn-type":"print","doi-asserted-by":"crossref","first-page":"189","DOI":"10.1007\/978-3-030-80674-3_8","article-title":"Sugar alcohols and osmotic stress adaptation in plants","author":"Pamuru","year":"2021","ISBN":"https:\/\/id.crossref.org\/isbn\/9783030806736"},{"key":"10.1016\/j.plaphe.2025.100127_bib56","doi-asserted-by":"crossref","DOI":"10.3389\/fpls.2020.602079","article-title":"A phytochemical perspective on plant defense against nematodes","volume":"11","author":"Desmedt","year":"2020","journal-title":"Front. Plant Sci."},{"key":"10.1016\/j.plaphe.2025.100127_bib57","series-title":"Plant Phenolics in Biotic Stress Management","first-page":"389","article-title":"Plant phenolics and their versatile promising role in the management of nematode stress","author":"Hajam","year":"2024"},{"key":"10.1016\/j.plaphe.2025.100127_bib58","doi-asserted-by":"crossref","DOI":"10.3389\/fpls.2015.00524","article-title":"The impact of the absence of aliphatic glucosinolates on water transport under salt stress in Arabidopsis Thaliana","volume":"6","author":"Mart\u00ednez-Ballesta","year":"2015","journal-title":"Front. Plant Sci."},{"key":"10.1016\/j.plaphe.2025.100127_bib59","doi-asserted-by":"crossref","first-page":"117","DOI":"10.1080\/87559129.2015.1057841","article-title":"Biosynthesis of essential oils in aromatic plants: a review","volume":"32","author":"Rehman","year":"2016","journal-title":"Food Rev. Int."},{"key":"10.1016\/j.plaphe.2025.100127_bib60","doi-asserted-by":"crossref","first-page":"469","DOI":"10.1111\/j.1469-8137.2006.01826.x","article-title":"The effects of stress on plant cuticular waxes","volume":"171","author":"Shepherd","year":"2006","journal-title":"New Phytol."},{"key":"10.1016\/j.plaphe.2025.100127_bib61","doi-asserted-by":"crossref","first-page":"592","DOI":"10.3390\/plants9050592","article-title":"From genome to field\u2014observation of the multimodal nematicidal and plant growth-promoting effects of Bacillus Firmus I-1582 on tomatoes using hyperspectral remote sensing","volume":"9","author":"Susi\u010d","year":"2020","journal-title":"Plants"},{"key":"10.1016\/j.plaphe.2025.100127_bib62","doi-asserted-by":"crossref","first-page":"337","DOI":"10.1016\/S0034-4257(02)00010-X","article-title":"Relationships between leaf pigment content and spectral reflectance across a wide range of species, leaf structures and developmental stages","volume":"81","author":"Sims","year":"2002","journal-title":"Rem. Sens. Environ."},{"key":"10.1016\/j.plaphe.2025.100127_bib63","doi-asserted-by":"crossref","first-page":"39A","DOI":"10.2489\/jswc.2023.1025A","article-title":"Climate and Pest interactions pose a cross-landscape management challenge to soil and water conservation","volume":"78","author":"Campbell","year":"2023","journal-title":"J. Soil Water Conserv."},{"key":"10.1016\/j.plaphe.2025.100127_bib64","series-title":"IEEE Geosci. Remote Sensing Lett","first-page":"1","article-title":"SSTNet: spatial, spectral, and texture aware attention network using hyperspectral image for corn variety identification","author":"Zhang","year":"2022"},{"key":"10.1016\/j.plaphe.2025.100127_bib65","doi-asserted-by":"crossref","DOI":"10.1016\/j.compag.2023.108438","article-title":"Potato late blight severity monitoring based on the Relief-mRmR algorithm with dual-drone cooperation","volume":"215","author":"Sun","year":"2023","journal-title":"Comput. Electron. Agric."},{"key":"10.1016\/j.plaphe.2025.100127_bib66","doi-asserted-by":"crossref","first-page":"3393","DOI":"10.3390\/rs13173393","article-title":"Hyperspectral and lidar data applied to the urban land cover machine learning and neural-network-based classification: a review","volume":"13","author":"Kuras","year":"2021","journal-title":"Remote Sens."},{"key":"10.1016\/j.plaphe.2025.100127_bib67","doi-asserted-by":"crossref","first-page":"102","DOI":"10.4103\/IJPSYM.IJPSYM_504_19","article-title":"Sample size and its importance in research","volume":"42","author":"Andrade","year":"2020","journal-title":"Indian J. Psychol. Med."},{"key":"10.1016\/j.plaphe.2025.100127_bib68","doi-asserted-by":"crossref","first-page":"119","DOI":"10.1093\/jxb\/erl118","article-title":"Monitoring plant and soil water status: established and novel methods revisited and their relevance to studies of drought tolerance","volume":"58","author":"Jones","year":"2006","journal-title":"J. Exp. Bot."}],"container-title":["Plant Phenomics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2643651525001335?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2643651525001335?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,4,20]],"date-time":"2026-04-20T09:10:40Z","timestamp":1776676240000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S2643651525001335"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,12]]},"references-count":68,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2025,12]]}},"alternative-id":["S2643651525001335"],"URL":"https:\/\/doi.org\/10.1016\/j.plaphe.2025.100127","relation":{},"ISSN":["2643-6515"],"issn-type":[{"value":"2643-6515","type":"print"}],"subject":[],"published":{"date-parts":[[2025,12]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Detecting nematodes in potato plants an explainable machine learning approach for detection of potato cyst nematode infections using hyperspectral imaging","name":"articletitle","label":"Article Title"},{"value":"Plant Phenomics","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.plaphe.2025.100127","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2025 The Authors. Published by Elsevier B.V. on behalf of Nanjing Agricultural University.","name":"copyright","label":"Copyright"}],"article-number":"100127"}}