{"id":"https://openalex.org/W3215795525","doi":"https://doi.org/10.3390/rs13224682","title":"Characterizing Spatial Patterns of Pine Wood Nematode Outbreaks in Subtropical Zone in China","display_name":"Characterizing Spatial Patterns of Pine Wood Nematode Outbreaks in Subtropical Zone in China","publication_year":2021,"publication_date":"2021-11-19","ids":{"openalex":"https://openalex.org/W3215795525","doi":"https://doi.org/10.3390/rs13224682","mag":"3215795525"},"language":"en","primary_location":{"id":"doi:10.3390/rs13224682","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13224682","pdf_url":"https://www.mdpi.com/2072-4292/13/22/4682/pdf?version=1637576151","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"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":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/13/22/4682/pdf?version=1637576151","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087203575","display_name":"Yahao Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I204823248","display_name":"Huazhong Agricultural University","ror":"https://ror.org/023b72294","country_code":"CN","type":"education","lineage":["https://openalex.org/I204823248"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yahao Zhang","raw_affiliation_strings":["College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan 430070, China"],"affiliations":[{"raw_affiliation_string":"College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan 430070, China","institution_ids":["https://openalex.org/I204823248"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049195511","display_name":"Yuanyong Dian","orcid":"https://orcid.org/0000-0002-4957-3681"},"institutions":[{"id":"https://openalex.org/I204823248","display_name":"Huazhong Agricultural University","ror":"https://ror.org/023b72294","country_code":"CN","type":"education","lineage":["https://openalex.org/I204823248"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuanyong Dian","raw_affiliation_strings":["College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan 430070, China","Hubei Engineering Technology Research Centre for Forestry Information, Huazhong Agricultural University, Wuhan 430070, China","Key Laboratory of Urban Agriculture in Central China, Ministry of Agriculture, Wuhan 430070, China"],"affiliations":[{"raw_affiliation_string":"College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan 430070, China","institution_ids":["https://openalex.org/I204823248"]},{"raw_affiliation_string":"Hubei Engineering Technology Research Centre for Forestry Information, Huazhong Agricultural University, Wuhan 430070, China","institution_ids":["https://openalex.org/I204823248"]},{"raw_affiliation_string":"Key Laboratory of Urban Agriculture in Central China, Ministry of Agriculture, Wuhan 430070, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041855727","display_name":"Jingjing Zhou","orcid":"https://orcid.org/0000-0003-3154-5698"},"institutions":[{"id":"https://openalex.org/I204823248","display_name":"Huazhong Agricultural University","ror":"https://ror.org/023b72294","country_code":"CN","type":"education","lineage":["https://openalex.org/I204823248"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingjing Zhou","raw_affiliation_strings":["College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan 430070, China","Hubei Engineering Technology Research Centre for Forestry Information, Huazhong Agricultural University, Wuhan 430070, China"],"affiliations":[{"raw_affiliation_string":"College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan 430070, China","institution_ids":["https://openalex.org/I204823248"]},{"raw_affiliation_string":"Hubei Engineering Technology Research Centre for Forestry Information, Huazhong Agricultural University, Wuhan 430070, China","institution_ids":["https://openalex.org/I204823248"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057365963","display_name":"Shoulian Peng","orcid":null},"institutions":[{"id":"https://openalex.org/I204823248","display_name":"Huazhong Agricultural University","ror":"https://ror.org/023b72294","country_code":"CN","type":"education","lineage":["https://openalex.org/I204823248"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shoulian Peng","raw_affiliation_strings":["College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan 430070, China"],"affiliations":[{"raw_affiliation_string":"College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan 430070, China","institution_ids":["https://openalex.org/I204823248"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101609989","display_name":"Yue Hu","orcid":"https://orcid.org/0000-0002-4454-0856"},"institutions":[{"id":"https://openalex.org/I204823248","display_name":"Huazhong Agricultural University","ror":"https://ror.org/023b72294","country_code":"CN","type":"education","lineage":["https://openalex.org/I204823248"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Hu","raw_affiliation_strings":["College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan 430070, China"],"affiliations":[{"raw_affiliation_string":"College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan 430070, China","institution_ids":["https://openalex.org/I204823248"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101652144","display_name":"Lei Hu","orcid":"https://orcid.org/0000-0002-8971-3116"},"institutions":[{"id":"https://openalex.org/I204823248","display_name":"Huazhong Agricultural University","ror":"https://ror.org/023b72294","country_code":"CN","type":"education","lineage":["https://openalex.org/I204823248"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Hu","raw_affiliation_strings":["College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan 430070, China"],"affiliations":[{"raw_affiliation_string":"College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan 430070, China","institution_ids":["https://openalex.org/I204823248"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027226295","display_name":"Zemin Han","orcid":null},"institutions":[{"id":"https://openalex.org/I204823248","display_name":"Huazhong Agricultural University","ror":"https://ror.org/023b72294","country_code":"CN","type":"education","lineage":["https://openalex.org/I204823248"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zemin Han","raw_affiliation_strings":["College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan 430070, China"],"affiliations":[{"raw_affiliation_string":"College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan 430070, China","institution_ids":["https://openalex.org/I204823248"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077927564","display_name":"Xinwei Fang","orcid":"https://orcid.org/0000-0003-3630-2249"},"institutions":[{"id":"https://openalex.org/I52099693","display_name":"University of York","ror":"https://ror.org/04m01e293","country_code":"GB","type":"education","lineage":["https://openalex.org/I52099693"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Xinwei Fang","raw_affiliation_strings":["Department of Computer Science, University of York, York YO10 5GH, UK"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of York, York YO10 5GH, UK","institution_ids":["https://openalex.org/I52099693"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112707940","display_name":"Hongxia Cui","orcid":null},"institutions":[{"id":"https://openalex.org/I4210092391","display_name":"Hubei Academy of Forestry","ror":"https://ror.org/00e8jms23","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210092391"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongxia Cui","raw_affiliation_strings":["Hubei Academy of Forestry, Wuhan 430075, China","Shennongjia Forest Ecosystem Research Station, Shennongjia 442421, China"],"affiliations":[{"raw_affiliation_string":"Hubei Academy of Forestry, Wuhan 430075, China","institution_ids":["https://openalex.org/I4210092391"]},{"raw_affiliation_string":"Shennongjia Forest Ecosystem Research Station, Shennongjia 442421, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5049195511"],"corresponding_institution_ids":["https://openalex.org/I204823248"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":4.6542,"has_fulltext":true,"cited_by_count":31,"citation_normalized_percentile":{"value":0.94253704,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"13","issue":"22","first_page":"4682","last_page":"4682"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11179","display_name":"Nematode management and characterization studies","score":0.9866999983787537,"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/T11179","display_name":"Nematode management and characterization studies","score":0.9866999983787537,"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/T11691","display_name":"Forest Insect Ecology and Management","score":0.9603999853134155,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11760","display_name":"Plant responses to elevated CO2","score":0.934499979019165,"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/normalized-difference-vegetation-index","display_name":"Normalized Difference Vegetation Index","score":0.6651569604873657},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.61104816198349},{"id":"https://openalex.org/keywords/subtropics","display_name":"Subtropics","score":0.6003491878509521},{"id":"https://openalex.org/keywords/physical-geography","display_name":"Physical geography","score":0.526884138584137},{"id":"https://openalex.org/keywords/vegetation","display_name":"Vegetation (pathology)","score":0.48746752738952637},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.43532708287239075},{"id":"https://openalex.org/keywords/bursaphelenchus-xylophilus","display_name":"Bursaphelenchus xylophilus","score":0.4304896295070648},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.3407563865184784},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.3010517358779907},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.13851261138916016},{"id":"https://openalex.org/keywords/climate-change","display_name":"Climate change","score":0.12101408839225769},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.09507471323013306},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.08788254857063293},{"id":"https://openalex.org/keywords/nematode","display_name":"Nematode","score":0.08078771829605103}],"concepts":[{"id":"https://openalex.org/C1549246","wikidata":"https://www.wikidata.org/wiki/Q718775","display_name":"Normalized Difference Vegetation Index","level":3,"score":0.6651569604873657},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.61104816198349},{"id":"https://openalex.org/C14168384","wikidata":"https://www.wikidata.org/wiki/Q16305538","display_name":"Subtropics","level":2,"score":0.6003491878509521},{"id":"https://openalex.org/C100970517","wikidata":"https://www.wikidata.org/wiki/Q52107","display_name":"Physical geography","level":1,"score":0.526884138584137},{"id":"https://openalex.org/C2776133958","wikidata":"https://www.wikidata.org/wiki/Q7918366","display_name":"Vegetation (pathology)","level":2,"score":0.48746752738952637},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.43532708287239075},{"id":"https://openalex.org/C2779442720","wikidata":"https://www.wikidata.org/wiki/Q1197786","display_name":"Bursaphelenchus xylophilus","level":3,"score":0.4304896295070648},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.3407563865184784},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.3010517358779907},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.13851261138916016},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.12101408839225769},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.09507471323013306},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08788254857063293},{"id":"https://openalex.org/C2778830712","wikidata":"https://www.wikidata.org/wiki/Q5185","display_name":"Nematode","level":2,"score":0.08078771829605103},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs13224682","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13224682","pdf_url":"https://www.mdpi.com/2072-4292/13/22/4682/pdf?version=1637576151","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"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":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:c69bf7cceaed4f92a747b9ae31ee6912","is_oa":true,"landing_page_url":"https://doaj.org/article/c69bf7cceaed4f92a747b9ae31ee6912","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 13, Iss 22, p 4682 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/13/22/4682/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs13224682","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":"Remote Sensing","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs13224682","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13224682","pdf_url":"https://www.mdpi.com/2072-4292/13/22/4682/pdf?version=1637576151","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"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":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6800000071525574,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[{"id":"https://openalex.org/G1520347110","display_name":null,"funder_award_id":"32071683","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3085993365","display_name":null,"funder_award_id":"(Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7726157001","display_name":null,"funder_award_id":"Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3215795525.pdf","grobid_xml":"https://content.openalex.org/works/W3215795525.grobid-xml"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W309894395","https://openalex.org/W1554203268","https://openalex.org/W1586335931","https://openalex.org/W1594031697","https://openalex.org/W1970077040","https://openalex.org/W1978617972","https://openalex.org/W1981213426","https://openalex.org/W2008283621","https://openalex.org/W2013168618","https://openalex.org/W2020947608","https://openalex.org/W2035198480","https://openalex.org/W2041149928","https://openalex.org/W2048016425","https://openalex.org/W2052402450","https://openalex.org/W2063907334","https://openalex.org/W2068357745","https://openalex.org/W2084829927","https://openalex.org/W2084988036","https://openalex.org/W2125313734","https://openalex.org/W2153635508","https://openalex.org/W2161336494","https://openalex.org/W2171872796","https://openalex.org/W2387188207","https://openalex.org/W2472526930","https://openalex.org/W2473996214","https://openalex.org/W2497219488","https://openalex.org/W2528112245","https://openalex.org/W2604292667","https://openalex.org/W2606093983","https://openalex.org/W2736508163","https://openalex.org/W2739505165","https://openalex.org/W2769215702","https://openalex.org/W2898905764","https://openalex.org/W2900344777","https://openalex.org/W2904384669","https://openalex.org/W2911964244","https://openalex.org/W2914208851","https://openalex.org/W2966350036","https://openalex.org/W2991445648","https://openalex.org/W2997833216","https://openalex.org/W3017365251","https://openalex.org/W3019612848","https://openalex.org/W3022590217","https://openalex.org/W3031675641","https://openalex.org/W3032275007","https://openalex.org/W3038941925","https://openalex.org/W3047980743","https://openalex.org/W3084034946","https://openalex.org/W3126306463","https://openalex.org/W6736466985"],"related_works":["https://openalex.org/W2389987863","https://openalex.org/W1982002361","https://openalex.org/W2004811361","https://openalex.org/W4210697582","https://openalex.org/W2354224671","https://openalex.org/W4400410095","https://openalex.org/W1845791788","https://openalex.org/W4379929483","https://openalex.org/W3186132082","https://openalex.org/W4405699878"],"abstract_inverted_index":{"Pine":[0],"wood":[1],"nematode":[2],"(PWN),":[3],"Bursaphelenchus":[4],"xyophilus,":[5],"originating":[6],"from":[7,116,163],"North":[8],"America,":[9],"has":[10],"caused":[11,292],"great":[12],"ecological":[13],"and":[14,26,47,70,82,119,132,157,187,210,215,246,315,345,350,354,387,454],"economic":[15],"hazards":[16],"to":[17,39,53,66,173,234,253,327,385],"pine":[18,31],"trees":[19,291],"worldwide,":[20],"especially":[21],"affecting":[22],"the":[23,44,68,110,124,167,171,191,217,220,226,240,255,262,269,273,280,285,289,295,301,308,316,319,334,341,351,383,403,407,419,432,436,455,458],"coniferous":[24],"forests":[25,28],"mixed":[27],"of":[29,35,49,73,112,194,219,222,243,258,276,288,343,357,370,374,402,406,416,435,438,443,445,457,463],"masson":[30],"in":[32,56,94,99,104,122,166,183,225,261],"subtropical":[33,106],"regions":[34],"China.":[36],"In":[37,228],"order":[38],"prevent":[40],"PWN":[41,50,74,113,223,232,244,249,259,277,338,365,375,408,439,464],"disease":[42,224,465],"expansion,":[43],"risk":[45,71,236,250,256,372,404,452],"level":[46,72,175,251,380,405],"susceptivity":[48],"outbreaks":[51,260],"need":[52],"be":[54],"predicted":[55,216],"advance.":[57],"For":[58,284],"this":[59],"purpose,":[60],"we":[61,230],"established":[62],"a":[63,87,105,248],"prediction":[64,287],"model":[65,252,271],"estimate":[67],"susceptibility":[69],"with":[75,129,364,395,412,426],"vegetation":[76,140,145],"condition":[77],"variables,":[78,81],"anthropogenic":[79,179,330],"activity":[80,331],"topographic":[83,181],"feature":[84],"variables":[85,126,182,332],"across":[86],"large-scale":[88],"district.":[89],"The":[90,264,399,441],"study":[91,459],"was":[92,102,299,306,313,325,410],"conducted":[93,128],"Dangyang":[95],"City,":[96],"Hubei":[97],"Province":[98],"China,":[100],"which":[101,138,177],"located":[103],"zone.":[107],"Based":[108],"on":[109,239,337],"location":[111],"points":[114,233],"derived":[115],"airborne":[117],"imagery":[118,165],"ground":[120],"survey":[121],"2018,":[123],"predictor":[125],"were":[127,347,361,382,393],"remote":[130,358,422],"sensing":[131,359,423],"geographical":[133],"information":[134],"system":[135],"(GIS)":[136],"data,":[137],"contained":[139],"indices":[141,360],"including":[142,184],"normalized":[143,148,153,158],"difference":[144,149],"index":[146,151,161],"(NDVI),":[147],"moisture":[150],"(NDMI),":[152],"burn":[154],"ratio":[155],"(NBR),":[156],"red":[159],"edge":[160],"(NDRE)":[162],"Sentinel-2":[164],"previous":[168],"year":[169],"(2107),":[170],"distance":[172],"different":[174,195,235,371],"roads":[176],"indicated":[178,377],"activity,":[180],"elevation,":[185],"slope,":[186],"aspect.":[188],"We":[189],"compared":[190],"fitting":[192],"effects":[193,342],"machine":[196],"learning":[197],"algorithms":[198],"such":[199],"as":[200],"random":[201],"forest":[202],"(RF),":[203],"K-neighborhood":[204],"(KNN),":[205],"support":[206],"vector":[207],"machines":[208],"(SVM),":[209],"artificial":[211],"neural":[212],"networks":[213],"(ANN)":[214],"probability":[218,275,433],"presence":[221,278,286],"region.":[227,263],"addition,":[229],"classified":[231],"levels":[237,257,373],"based":[238],"density":[241],"distribution":[242,434],"sites":[245],"built":[247],"predict":[254,431],"results":[265,456],"showed":[266],"that:":[267],"(1)":[268],"best":[270],"for":[272],"predictive":[274],"is":[279,448],"RF":[281],"classification":[282],"algorithm.":[283],"dead":[290],"by":[293],"PWN,":[294],"detection":[296,310],"rate":[297,304,311],"(DR)":[298],"96.42%,":[300],"false":[302,309],"alarm":[303],"(FAR)":[305],"27.65%,":[307],"(FDR)":[312],"4.16%,":[314],"area":[317],"under":[318],"receiver":[320],"operating":[321],"characteristic":[322],"curve":[323],"(AUC)":[324],"equal":[326],"0.96;":[328],"(2)":[329],"had":[333],"greatest":[335],"effect":[336],"occurrence,":[339],"while":[340,389],"slope":[344],"aspect":[346],"relatively":[348,396],"weak,":[349],"maximum,":[352],"minimum,":[353],"median":[355],"values":[356],"more":[362],"correlated":[363],"occurrence;":[366],"(3)":[367],"modeling":[368],"analysis":[369],"outbreak":[376,409],"that":[378],"high-risk":[379,446],"areas":[381,392,447],"easiest":[384],"monitor":[386],"identify,":[388],"lower":[390],"incidence":[391],"identified":[394,411],"low":[397],"accuracy.":[398],"overall":[400],"accuracy":[401,442],"an":[413],"AUC":[414],"value":[415],"0.94.":[417],"From":[418],"research":[420],"findings,":[421],"data":[424,428],"combined":[425],"GIS":[427],"can":[429],"accurately":[430],"occurrence":[437],"disease.":[440],"identification":[444],"higher":[449],"than":[450],"other":[451],"levels,":[453],"may":[460],"improve":[461],"control":[462],"spread.":[466]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":4}],"updated_date":"2026-04-19T08:26:33.389920","created_date":"2025-10-10T00:00:00"}
