{"id":"https://openalex.org/W2981720688","doi":"https://doi.org/10.1186/s12859-019-3065-1","title":"Predicting rice blast disease: machine learning versus process-based models","display_name":"Predicting rice blast disease: machine learning versus process-based models","publication_year":2019,"publication_date":"2019-10-22","ids":{"openalex":"https://openalex.org/W2981720688","doi":"https://doi.org/10.1186/s12859-019-3065-1","mag":"2981720688","pmid":"https://pubmed.ncbi.nlm.nih.gov/31640541"},"language":"en","primary_location":{"id":"doi:10.1186/s12859-019-3065-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-019-3065-1","pdf_url":"https://bmcbioinformatics.biomedcentral.com/track/pdf/10.1186/s12859-019-3065-1","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcbioinformatics.biomedcentral.com/track/pdf/10.1186/s12859-019-3065-1","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080487472","display_name":"David Nettleton","orcid":"https://orcid.org/0000-0002-5852-7716"},"institutions":[{"id":"https://openalex.org/I4210115818","display_name":"IRIS Technology Solutions (Spain)","ror":"https://ror.org/01fpz6759","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210115818"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"David F. Nettleton","raw_affiliation_strings":["IRIS Advanced Engineering, Parc Mediterrani de la Tecnologia, Avda. Carl Friedrich Gauss n\u00ba 11, 08860, Castelldefels, Spain. david.nettleton@iris.cat","IRIS Advanced Engineering, Parc Mediterrani de la Tecnologia, Avda. Carl Friedrich Gauss n\u00ba 11, 08860, Castelldefels, Spain"],"raw_orcid":"https://orcid.org/0000-0002-5852-7716","affiliations":[{"raw_affiliation_string":"IRIS Advanced Engineering, Parc Mediterrani de la Tecnologia, Avda. Carl Friedrich Gauss n\u00ba 11, 08860, Castelldefels, Spain. david.nettleton@iris.cat","institution_ids":["https://openalex.org/I4210115818"]},{"raw_affiliation_string":"IRIS Advanced Engineering, Parc Mediterrani de la Tecnologia, Avda. Carl Friedrich Gauss n\u00ba 11, 08860, Castelldefels, Spain","institution_ids":["https://openalex.org/I4210115818"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062661792","display_name":"Dimitrios Katsantonis","orcid":"https://orcid.org/0000-0002-5318-1875"},"institutions":[{"id":"https://openalex.org/I4210138259","display_name":"Federation of Greek Mariculture","ror":"https://ror.org/04bdtkb86","country_code":"GR","type":"government","lineage":["https://openalex.org/I4210138259"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Dimitrios Katsantonis","raw_affiliation_strings":["Hellenic Agricultural Organization-DEMETER, Institute of Plant Breeding and Genetic Resources, 65, Georgikis Scholis Av. Zeda Building, Entrance 4, 2nd floor, 57001, Thessaloniki, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hellenic Agricultural Organization-DEMETER, Institute of Plant Breeding and Genetic Resources, 65, Georgikis Scholis Av. Zeda Building, Entrance 4, 2nd floor, 57001, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210138259"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009429310","display_name":"Argyris Kalaitzidis","orcid":null},"institutions":[{"id":"https://openalex.org/I4210138259","display_name":"Federation of Greek Mariculture","ror":"https://ror.org/04bdtkb86","country_code":"GR","type":"government","lineage":["https://openalex.org/I4210138259"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Argyris Kalaitzidis","raw_affiliation_strings":["Hellenic Agricultural Organization-DEMETER, Institute of Plant Breeding and Genetic Resources, 65, Georgikis Scholis Av. Zeda Building, Entrance 4, 2nd floor, 57001, Thessaloniki, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hellenic Agricultural Organization-DEMETER, Institute of Plant Breeding and Genetic Resources, 65, Georgikis Scholis Av. Zeda Building, Entrance 4, 2nd floor, 57001, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210138259"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089809124","display_name":"Natasa Sarafijanovic-Djukic","orcid":null},"institutions":[{"id":"https://openalex.org/I4210115818","display_name":"IRIS Technology Solutions (Spain)","ror":"https://ror.org/01fpz6759","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210115818"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Natasa Sarafijanovic-Djukic","raw_affiliation_strings":["IRIS Advanced Engineering, Parc Mediterrani de la Tecnologia, Avda. Carl Friedrich Gauss n\u00ba 11, 08860, Castelldefels, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IRIS Advanced Engineering, Parc Mediterrani de la Tecnologia, Avda. Carl Friedrich Gauss n\u00ba 11, 08860, Castelldefels, Spain","institution_ids":["https://openalex.org/I4210115818"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053660019","display_name":"Pau Puigdollers","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pau Puigdollers","raw_affiliation_strings":["GreenPowerMonitor, Av. de Josep Tarradellas, 123-127, 08029, Barcelona, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"GreenPowerMonitor, Av. de Josep Tarradellas, 123-127, 08029, Barcelona, Spain","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101880562","display_name":"Roberto Confalonieri","orcid":"https://orcid.org/0000-0002-1941-2975"},"institutions":[{"id":"https://openalex.org/I189158943","display_name":"University of Milan","ror":"https://ror.org/00wjc7c48","country_code":"IT","type":"education","lineage":["https://openalex.org/I189158943"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Roberto Confalonieri","raw_affiliation_strings":["ESP, Cassandra Lab., Universit\u00e0 degli Studi di Milano, Via Celoria, 2, 20133, Milan, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ESP, Cassandra Lab., Universit\u00e0 degli Studi di Milano, Via Celoria, 2, 20133, Milan, Italy","institution_ids":["https://openalex.org/I189158943"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":9.2753,"has_fulltext":true,"cited_by_count":69,"citation_normalized_percentile":{"value":0.97503698,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"20","issue":"1","first_page":"514","last_page":"514"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.1842000037431717,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant 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"}},"topics":[{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.1842000037431717,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant 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"}},{"id":"https://openalex.org/T11578","display_name":"Plant Pathogenic Bacteria Studies","score":0.16529999673366547,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant 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"}},{"id":"https://openalex.org/T10494","display_name":"Plant Virus Research Studies","score":0.044599998742341995,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant 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/predictive-modelling","display_name":"Predictive modelling","score":0.5740470886230469},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5670517683029175},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5375383496284485},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5218476057052612},{"id":"https://openalex.org/keywords/warning-system","display_name":"Warning system","score":0.5104228854179382},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.4664475619792938},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46155261993408203},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4397144615650177},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.43429213762283325},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.33029717206954956},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21522894501686096}],"concepts":[{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.5740470886230469},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5670517683029175},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5375383496284485},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5218476057052612},{"id":"https://openalex.org/C29825287","wikidata":"https://www.wikidata.org/wiki/Q1427940","display_name":"Warning system","level":2,"score":0.5104228854179382},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4664475619792938},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46155261993408203},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4397144615650177},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.43429213762283325},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.33029717206954956},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21522894501686096},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010935","descriptor_name":"Plant Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010935","descriptor_name":"Plant Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010935","descriptor_name":"Plant Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012275","descriptor_name":"Oryza","qualifier_ui":"Q000382","qualifier_name":"microbiology","is_major_topic":false},{"descriptor_ui":"D012275","descriptor_name":"Oryza","qualifier_ui":"Q000382","qualifier_name":"microbiology","is_major_topic":false},{"descriptor_ui":"D012275","descriptor_name":"Oryza","qualifier_ui":"Q000382","qualifier_name":"microbiology","is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":6,"locations":[{"id":"doi:10.1186/s12859-019-3065-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-019-3065-1","pdf_url":"https://bmcbioinformatics.biomedcentral.com/track/pdf/10.1186/s12859-019-3065-1","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},{"id":"pmid:31640541","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31640541","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":"BMC bioinformatics","raw_type":null},{"id":"pmh:oai:arXiv.org:2004.01602","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2004.01602","pdf_url":"https://arxiv.org/pdf/2004.01602","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:air.unimi.it:2434/686807","is_oa":true,"landing_page_url":"http://hdl.handle.net/2434/686807","pdf_url":null,"source":{"id":"https://openalex.org/S4306400516","display_name":"Archivio Istituzionale della Ricerca (Universita Degli Studi Di Milano)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I189158943","host_organization_name":"University of Milan","host_organization_lineage":["https://openalex.org/I189158943"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:d57ae0e88a4643848dfeee17feb46c22","is_oa":true,"landing_page_url":"https://doaj.org/article/d57ae0e88a4643848dfeee17feb46c22","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics, Vol 20, Iss 1, Pp 1-16 (2019)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:6806664","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6806664","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":"BMC Bioinformatics","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12859-019-3065-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-019-3065-1","pdf_url":"https://bmcbioinformatics.biomedcentral.com/track/pdf/10.1186/s12859-019-3065-1","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.7200000286102295}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2981720688.pdf","grobid_xml":"https://content.openalex.org/works/W2981720688.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W50356654","https://openalex.org/W656168464","https://openalex.org/W1571577614","https://openalex.org/W1598796236","https://openalex.org/W1781794689","https://openalex.org/W1969064789","https://openalex.org/W1974340492","https://openalex.org/W1987918801","https://openalex.org/W2006545436","https://openalex.org/W2026189119","https://openalex.org/W2035132958","https://openalex.org/W2044571978","https://openalex.org/W2047520376","https://openalex.org/W2062037699","https://openalex.org/W2064675550","https://openalex.org/W2068184829","https://openalex.org/W2071924810","https://openalex.org/W2074584355","https://openalex.org/W2077340662","https://openalex.org/W2116261113","https://openalex.org/W2135459166","https://openalex.org/W2136848157","https://openalex.org/W2144499799","https://openalex.org/W2149369033","https://openalex.org/W2151290430","https://openalex.org/W2151747251","https://openalex.org/W2186839359","https://openalex.org/W2296449421","https://openalex.org/W2328140681","https://openalex.org/W2354761856","https://openalex.org/W2471469597","https://openalex.org/W2755294973","https://openalex.org/W2779095112","https://openalex.org/W2804086547","https://openalex.org/W4231278859","https://openalex.org/W4247767684","https://openalex.org/W4249626457","https://openalex.org/W4285719527","https://openalex.org/W6669176017"],"related_works":["https://openalex.org/W4298287631","https://openalex.org/W2953061907","https://openalex.org/W3032952384","https://openalex.org/W3034302643","https://openalex.org/W1847088711","https://openalex.org/W4225394202","https://openalex.org/W3036642985","https://openalex.org/W2964335273","https://openalex.org/W2982145560","https://openalex.org/W2326447594"],"abstract_inverted_index":{"Abstract":[0],"Background":[1],"In":[2,52],"this":[3,66,77,85],"study,":[4],"we":[5],"compared":[6],"four":[7],"models":[8,17,64,109,200,211,228,284,295,316],"for":[9,62,96,125,177,196,208,240,286],"predicting":[10],"rice":[11,116,269,305],"blast":[12,117,306],"disease,":[13],"two":[14,26,282],"operational":[15,242,289],"process-based":[16,90,210,233,283,327],"(Yoshino":[18],"and":[19,25,34,45,65,91,119,135,158,168,188,191,204,207,218,265,293,307,329],"Water":[20],"Accounting":[21],"Rice":[22],"Model":[23],"(WARM))":[24],"approaches":[27,95,328],"based":[28],"on":[29,75],"machine":[30,92,198,275,319],"learning":[31,93,199,276,320],"algorithms":[32],"(M5Rules":[33],"Recurrent":[35],"Neural":[36],"Networks":[37],"(RNN)),":[38],"the":[39,46,72,83,87,108,130,136,147,161,174,197,209,212,226,232,241,245,250,256,259,262,266,279],"former":[40],"inducing":[41],"a":[42,49,68,113,152,323,340],"rule-based":[43],"model":[44,263],"latter":[47],"building":[48],"neural":[50],"network.":[51],"situ":[53],"telemetry":[54],"is":[55,79,86],"important":[56],"to":[57,82,255,299,303,326,344],"obtain":[58],"quality":[59],"in-field":[60],"data":[61],"predictive":[63],"was":[67],"key":[69],"aspect":[70],"of":[71,115,132,138,155,166,186,244,249,258,268,281],"RICE-GUARD":[73],"project":[74],"which":[76],"study":[78],"based.":[80],"According":[81],"authors,":[84],"first":[88],"time":[89],"modelling":[94],"supporting":[97,312],"plant":[98],"disease":[99],"management":[100],"are":[101,229,253,322,336],"compared.":[102],"Results":[103,104,271],"clearly":[105],"showed":[106,273],"that":[107,225,274],"succeeded":[110],"in":[111,288,331],"providing":[112],"warning":[114],"onset":[118],"presence,":[120,310],"thus":[121,311],"representing":[122],"suitable":[123],"solutions":[124],"preventive":[126],"remedial":[127],"actions":[128],"targeting":[129],"mitigation":[131],"yield":[133],"losses":[134],"reduction":[137],"fungicide":[139,313],"use.":[140],"All":[141],"methods":[142,277,321],"gave":[143,160,173],"significant":[144],"\u201csignals\u201d":[145],"during":[146],"\u201cearly":[148],"warning\u201d":[149],"period,":[150],"with":[151,231],"similar":[153],"level":[154],"performance.":[156],"M5Rules":[157],"WARM":[159],"maximum":[162],"average":[163,184],"normalized":[164],"scores":[165],"0.80":[167],"0.77,":[169],"respectively,":[170],"whereas":[171],"Yoshino":[172],"best":[175,183],"score":[176],"one":[178],"site":[179],"(Kalochori":[180],"2015).":[181],"The":[182],"values":[185,214],"r":[187,189],"2":[190],"%MAE":[192],"(Mean":[193],"Absolute":[194],"Error)":[195],"were":[201,215],"0.70,":[202],"0.50":[203],"0.75,":[205],"respectively":[206],"corresponding":[213],"0.59,":[216],"0.40":[217],"0.82.":[219],"Thus":[220],"it":[221],"has":[222,237],"been":[223],"found":[224],"ML":[227],"competitive":[230],"models.":[234],"This":[235],"result":[236],"relevant":[238],"implications":[239],"use":[243],"models,":[246],"since":[247],"most":[248],"available":[251,337],"studies":[252],"limited":[254],"analysis":[257],"relationship":[260],"between":[261],"outputs":[264],"incidence":[267],"blast.":[270],"also":[272],"approximated":[278],"performances":[280],"used":[285,298],"years":[287],"contexts.":[290,346],"Conclusions":[291],"Process-based":[292],"data-driven":[294],"can":[296],"be":[297],"provide":[300],"early":[301],"warnings":[302],"anticipate":[304],"detect":[308],"its":[309],"applications.":[314],"Data-driven":[315],"derived":[317],"from":[318],"viable":[324],"alternative":[325],"\u2013":[330,338],"cases":[332],"when":[333],"training":[334],"datasets":[335],"offer":[339],"potentially":[341],"greater":[342],"adaptability":[343],"new":[345]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":20},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
