{"id":"https://openalex.org/W4308868592","doi":"https://doi.org/10.3390/s22228645","title":"Early Detection of Fusarium oxysporum Infection in Processing Tomatoes (Solanum lycopersicum) and Pathogen\u2013Soil Interactions Using a Low-Cost Portable Electronic Nose and Machine Learning Modeling","display_name":"Early Detection of Fusarium oxysporum Infection in Processing Tomatoes (Solanum lycopersicum) and Pathogen\u2013Soil Interactions Using a Low-Cost Portable Electronic Nose and Machine Learning Modeling","publication_year":2022,"publication_date":"2022-11-09","ids":{"openalex":"https://openalex.org/W4308868592","doi":"https://doi.org/10.3390/s22228645","pmid":"https://pubmed.ncbi.nlm.nih.gov/36433241"},"language":"en","primary_location":{"id":"doi:10.3390/s22228645","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22228645","pdf_url":"https://www.mdpi.com/1424-8220/22/22/8645/pdf?version=1667993691","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/22/22/8645/pdf?version=1667993691","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071361252","display_name":"Hanyue Feng","orcid":"https://orcid.org/0000-0002-2050-9344"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]},{"id":"https://openalex.org/I4210138055","display_name":"Agriculture and Food","ror":"https://ror.org/03n17ds51","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210138055","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hanyue Feng","raw_affiliation_strings":["Digital Agriculture Food and Wine Group, School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC 3010, Australia","School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC 3010, Australia"],"raw_orcid":"https://orcid.org/0000-0002-2050-9344","affiliations":[{"raw_affiliation_string":"Digital Agriculture Food and Wine Group, School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC 3010, Australia","institution_ids":["https://openalex.org/I165779595","https://openalex.org/I4210138055"]},{"raw_affiliation_string":"School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC 3010, Australia","institution_ids":["https://openalex.org/I165779595","https://openalex.org/I4210138055"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036304829","display_name":"Claudia Gonzalez Viejo","orcid":"https://orcid.org/0000-0001-9207-9307"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]},{"id":"https://openalex.org/I4210138055","display_name":"Agriculture and Food","ror":"https://ror.org/03n17ds51","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210138055","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Claudia Gonzalez Viejo","raw_affiliation_strings":["Digital Agriculture Food and Wine Group, School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC 3010, Australia"],"raw_orcid":"https://orcid.org/0000-0001-9207-9307","affiliations":[{"raw_affiliation_string":"Digital Agriculture Food and Wine Group, School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC 3010, Australia","institution_ids":["https://openalex.org/I165779595","https://openalex.org/I4210138055"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009416435","display_name":"Niloofar Vaghefi","orcid":"https://orcid.org/0000-0003-0430-4856"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]},{"id":"https://openalex.org/I4210138055","display_name":"Agriculture and Food","ror":"https://ror.org/03n17ds51","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210138055","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Niloofar Vaghefi","raw_affiliation_strings":["School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC 3010, Australia"],"raw_orcid":"https://orcid.org/0000-0003-0430-4856","affiliations":[{"raw_affiliation_string":"School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC 3010, Australia","institution_ids":["https://openalex.org/I165779595","https://openalex.org/I4210138055"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102802683","display_name":"P. W. J. Taylor","orcid":"https://orcid.org/0000-0003-3076-2084"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]},{"id":"https://openalex.org/I4210138055","display_name":"Agriculture and Food","ror":"https://ror.org/03n17ds51","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210138055","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Paul W. J. Taylor","raw_affiliation_strings":["School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC 3010, Australia"],"raw_orcid":"https://orcid.org/0000-0003-3076-2084","affiliations":[{"raw_affiliation_string":"School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC 3010, Australia","institution_ids":["https://openalex.org/I165779595","https://openalex.org/I4210138055"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057098344","display_name":"Eden Tongson","orcid":null},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]},{"id":"https://openalex.org/I4210138055","display_name":"Agriculture and Food","ror":"https://ror.org/03n17ds51","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210138055","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Eden Tongson","raw_affiliation_strings":["Digital Agriculture Food and Wine Group, School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC 3010, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Agriculture Food and Wine Group, School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC 3010, Australia","institution_ids":["https://openalex.org/I165779595","https://openalex.org/I4210138055"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031627534","display_name":"Sigfredo Fuentes","orcid":"https://orcid.org/0000-0002-0377-5085"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]},{"id":"https://openalex.org/I4210138055","display_name":"Agriculture and Food","ror":"https://ror.org/03n17ds51","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210138055","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Sigfredo Fuentes","raw_affiliation_strings":["Digital Agriculture Food and Wine Group, School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC 3010, Australia"],"raw_orcid":"https://orcid.org/0000-0002-0377-5085","affiliations":[{"raw_affiliation_string":"Digital Agriculture Food and Wine Group, School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC 3010, Australia","institution_ids":["https://openalex.org/I165779595","https://openalex.org/I4210138055"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5031627534"],"corresponding_institution_ids":["https://openalex.org/I165779595","https://openalex.org/I4210138055"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":1.9622,"has_fulltext":true,"cited_by_count":24,"citation_normalized_percentile":{"value":0.85595472,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"22","issue":"22","first_page":"8645","last_page":"8645"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10825","display_name":"Plant Pathogens and Fungal Diseases","score":0.9909999966621399,"subfield":{"id":"https://openalex.org/subfields/1307","display_name":"Cell Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12321","display_name":"Insect Pheromone Research and Control","score":0.9822999835014343,"subfield":{"id":"https://openalex.org/subfields/1109","display_name":"Insect Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/electronic-nose","display_name":"Electronic nose","score":0.7572681903839111},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5494670867919922},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.516909122467041},{"id":"https://openalex.org/keywords/overfitting","display_name":"Overfitting","score":0.49950170516967773},{"id":"https://openalex.org/keywords/plant-disease","display_name":"Plant disease","score":0.47887343168258667},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.44780951738357544},{"id":"https://openalex.org/keywords/stomatal-conductance","display_name":"Stomatal conductance","score":0.44641199707984924},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.38566315174102783},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3816198706626892},{"id":"https://openalex.org/keywords/biological-system","display_name":"Biological system","score":0.32490837574005127},{"id":"https://openalex.org/keywords/botany","display_name":"Botany","score":0.23712727427482605},{"id":"https://openalex.org/keywords/biotechnology","display_name":"Biotechnology","score":0.21672320365905762},{"id":"https://openalex.org/keywords/photosynthesis","display_name":"Photosynthesis","score":0.12703940272331238}],"concepts":[{"id":"https://openalex.org/C23895516","wikidata":"https://www.wikidata.org/wiki/Q550092","display_name":"Electronic nose","level":2,"score":0.7572681903839111},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5494670867919922},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.516909122467041},{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.49950170516967773},{"id":"https://openalex.org/C3019235130","wikidata":"https://www.wikidata.org/wiki/Q188956","display_name":"Plant disease","level":2,"score":0.47887343168258667},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.44780951738357544},{"id":"https://openalex.org/C2781045423","wikidata":"https://www.wikidata.org/wiki/Q7618701","display_name":"Stomatal conductance","level":3,"score":0.44641199707984924},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.38566315174102783},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3816198706626892},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.32490837574005127},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.23712727427482605},{"id":"https://openalex.org/C150903083","wikidata":"https://www.wikidata.org/wiki/Q7108","display_name":"Biotechnology","level":1,"score":0.21672320365905762},{"id":"https://openalex.org/C183688256","wikidata":"https://www.wikidata.org/wiki/Q11982","display_name":"Photosynthesis","level":2,"score":0.12703940272331238}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005670","descriptor_name":"Fusarium","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005670","descriptor_name":"Fusarium","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010944","descriptor_name":"Plants","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010944","descriptor_name":"Plants","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010944","descriptor_name":"Plants","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012987","descriptor_name":"Soil","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012987","descriptor_name":"Soil","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012987","descriptor_name":"Soil","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018551","descriptor_name":"Solanum lycopersicum","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018551","descriptor_name":"Solanum lycopersicum","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018551","descriptor_name":"Solanum lycopersicum","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D062609","descriptor_name":"Electronic Nose","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D062609","descriptor_name":"Electronic Nose","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D062609","descriptor_name":"Electronic Nose","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.3390/s22228645","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22228645","pdf_url":"https://www.mdpi.com/1424-8220/22/22/8645/pdf?version=1667993691","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:36433241","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36433241","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:60aa1137c6f040c198864e2352072075","is_oa":true,"landing_page_url":"https://doaj.org/article/60aa1137c6f040c198864e2352072075","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 22, Iss 22, p 8645 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/22/22/8645/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s22228645","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 22; Issue 22; Pages: 8645","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:9693623","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9693623","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s22228645","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22228645","pdf_url":"https://www.mdpi.com/1424-8220/22/22/8645/pdf?version=1667993691","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320974","display_name":"University of Melbourne","ror":"https://ror.org/01ej9dk98"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4308868592.pdf","grobid_xml":"https://content.openalex.org/works/W4308868592.grobid-xml"},"referenced_works_count":56,"referenced_works":["https://openalex.org/W1815090732","https://openalex.org/W1986194206","https://openalex.org/W2013148539","https://openalex.org/W2016884683","https://openalex.org/W2017390318","https://openalex.org/W2019264487","https://openalex.org/W2023144083","https://openalex.org/W2024558732","https://openalex.org/W2033378871","https://openalex.org/W2034830862","https://openalex.org/W2060349768","https://openalex.org/W2061001168","https://openalex.org/W2065637240","https://openalex.org/W2076810066","https://openalex.org/W2090665339","https://openalex.org/W2090704790","https://openalex.org/W2103416016","https://openalex.org/W2147773079","https://openalex.org/W2172879202","https://openalex.org/W2197760822","https://openalex.org/W2279446892","https://openalex.org/W2917786821","https://openalex.org/W2943376168","https://openalex.org/W2989272518","https://openalex.org/W2990410471","https://openalex.org/W3036532722","https://openalex.org/W3037295486","https://openalex.org/W3048755498","https://openalex.org/W3083385399","https://openalex.org/W3087767602","https://openalex.org/W3096439765","https://openalex.org/W3104565171","https://openalex.org/W3110117198","https://openalex.org/W3116335287","https://openalex.org/W3138295515","https://openalex.org/W3197141273","https://openalex.org/W3198863774","https://openalex.org/W3201534591","https://openalex.org/W3212303477","https://openalex.org/W3214207699","https://openalex.org/W3215448864","https://openalex.org/W4200129849","https://openalex.org/W4214894732","https://openalex.org/W4220885198","https://openalex.org/W4225919265","https://openalex.org/W4229007262","https://openalex.org/W4251635246","https://openalex.org/W4283329678","https://openalex.org/W4285595041","https://openalex.org/W4286434076","https://openalex.org/W4293256761","https://openalex.org/W4295079389","https://openalex.org/W4297491142","https://openalex.org/W4321197987","https://openalex.org/W6665627755","https://openalex.org/W6780475744"],"related_works":["https://openalex.org/W1574414179","https://openalex.org/W4362597605","https://openalex.org/W4297676672","https://openalex.org/W4281702477","https://openalex.org/W2922073769","https://openalex.org/W4378510483","https://openalex.org/W2490526372","https://openalex.org/W4376166922","https://openalex.org/W4221142204","https://openalex.org/W4384933790"],"abstract_inverted_index":{"The":[0,173],"early":[1,65,203],"detection":[2,205],"of":[3,13,23,51,92,107,127,143,175,181,206],"pathogen":[4,41,93],"infections":[5],"in":[6,169],"plants":[7,84,131],"has":[8],"become":[9],"an":[10,124],"important":[11],"aspect":[12],"integrated":[14],"disease":[15,66,204],"management.":[16],"Although":[17],"previous":[18],"research":[19],"demonstrated":[20],"the":[21,49,105,114,141,158,170,194],"idea":[22],"applying":[24],"digital":[25],"technologies":[26],"to":[27,75,89,192,215],"monitor":[28,216],"and":[29,54,80,85,104,132,135,150,190,209,219],"predict":[30,76],"plant":[31,77,101,144],"health":[32],"status,":[33],"there":[34],"is":[35,186],"no":[36,179],"effective":[37,202],"system":[38],"for":[39,64,129,137,201],"detecting":[40],"infection":[42,108,121],"before":[43],"symptomatology":[44],"appears.":[45],"This":[46],"paper":[47],"presents":[48],"use":[50,193],"a":[52],"low-cost":[53],"portable":[55],"electronic":[56,195],"nose":[57,196],"coupled":[58,197],"with":[59,164,198],"machine":[60],"learning":[61],"(ML)":[62],"models":[63,72,117,154,177],"detection.":[67],"Several":[68],"artificial":[69],"neural":[70],"network":[71],"were":[73],"developed":[74],"physiological":[78,102,145],"data":[79],"classify":[81],"processing":[82,207],"tomato":[83,130,156],"soil":[86,138],"samples":[87],"according":[88],"different":[90,120],"levels":[91,122],"inoculum":[94],"by":[95],"using":[96,152],"e-nose":[97],"outputs":[98],"as":[99,109],"inputs,":[100],"data,":[103],"level":[106],"targets.":[110],"Results":[111],"showed":[112],"that":[113],"pattern":[115],"recognition":[116],"based":[118],"on":[119],"had":[123],"overall":[125,159],"accuracy":[126],"94.4-96.8%":[128],"between":[133],"94.81%":[134],"96.22%":[136],"samples.":[139],"For":[140],"prediction":[142],"parameters":[146],"(photosynthesis,":[147],"stomatal":[148],"conductance,":[149],"transpiration)":[151],"regression":[153],"or":[155,183],"plants,":[157],"correlation":[160],"coefficient":[161],"was":[162],"0.97-0.99,":[163],"very":[165],"significant":[166],"slope":[167],"values":[168],"range":[171],"0.97-1.":[172],"performance":[174],"all":[176],"shows":[178],"signs":[180],"under":[182],"overfitting.":[184],"It":[185],"hence":[187],"proven":[188],"accurate":[189],"valid":[191],"ML":[199],"modeling":[200],"tomatoes":[208],"could":[210],"also":[211],"be":[212],"further":[213],"implemented":[214],"other":[217],"abiotic":[218],"biotic":[220],"stressors.":[221]},"counts_by_year":[{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":5}],"updated_date":"2026-04-28T14:05:53.105641","created_date":"2022-11-18T00:00:00"}