{"id":"https://openalex.org/W4389057062","doi":"https://doi.org/10.3390/rs15235516","title":"Susceptibility Mapping of Unhealthy Trees in Jiuzhaigou Valley Biosphere Reserve","display_name":"Susceptibility Mapping of Unhealthy Trees in Jiuzhaigou Valley Biosphere Reserve","publication_year":2023,"publication_date":"2023-11-27","ids":{"openalex":"https://openalex.org/W4389057062","doi":"https://doi.org/10.3390/rs15235516"},"language":"en","primary_location":{"id":"doi:10.3390/rs15235516","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15235516","pdf_url":"https://www.mdpi.com/2072-4292/15/23/5516/pdf?version=1701079543","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/2072-4292/15/23/5516/pdf?version=1701079543","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029168960","display_name":"Sheng Gao","orcid":"https://orcid.org/0000-0002-0898-9461"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]},{"id":"https://openalex.org/I4210096250","display_name":"Beijing Institute of Big Data Research","ror":"https://ror.org/00s1sz824","country_code":"CN","type":"facility","lineage":["https://openalex.org/I20231570","https://openalex.org/I37796252","https://openalex.org/I4210096250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sheng Gao","raw_affiliation_strings":["International Research Center of Big Data for Sustainable Development Goals, Beijing 100094, China","Key Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China","University of Chinese Academy of Sciences, Beijing 100049, China"],"affiliations":[{"raw_affiliation_string":"International Research Center of Big Data for Sustainable Development Goals, Beijing 100094, China","institution_ids":["https://openalex.org/I4210096250"]},{"raw_affiliation_string":"Key Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing 100049, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002640702","display_name":"Fulong Chen","orcid":"https://orcid.org/0000-0003-1144-0004"},"institutions":[{"id":"https://openalex.org/I4210096250","display_name":"Beijing Institute of Big Data Research","ror":"https://ror.org/00s1sz824","country_code":"CN","type":"facility","lineage":["https://openalex.org/I20231570","https://openalex.org/I37796252","https://openalex.org/I4210096250"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Fulong Chen","raw_affiliation_strings":["International Research Center of Big Data for Sustainable Development Goals, Beijing 100094, China","Key Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China"],"affiliations":[{"raw_affiliation_string":"International Research Center of Big Data for Sustainable Development Goals, Beijing 100094, China","institution_ids":["https://openalex.org/I4210096250"]},{"raw_affiliation_string":"Key Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100422823","display_name":"Qin Wang","orcid":"https://orcid.org/0000-0003-2264-749X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qin Wang","raw_affiliation_strings":["Jiuzhaigou Valley Scenic Area Administration, Jiuzhaigou 623402, China"],"affiliations":[{"raw_affiliation_string":"Jiuzhaigou Valley Scenic Area Administration, Jiuzhaigou 623402, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113933598","display_name":"Pilong Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210096250","display_name":"Beijing Institute of Big Data Research","ror":"https://ror.org/00s1sz824","country_code":"CN","type":"facility","lineage":["https://openalex.org/I20231570","https://openalex.org/I37796252","https://openalex.org/I4210096250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pilong Shi","raw_affiliation_strings":["International Research Center of Big Data for Sustainable Development Goals, Beijing 100094, China","Key Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China"],"affiliations":[{"raw_affiliation_string":"International Research Center of Big Data for Sustainable Development Goals, Beijing 100094, China","institution_ids":["https://openalex.org/I4210096250"]},{"raw_affiliation_string":"Key Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065895367","display_name":"Wei Zhou","orcid":"https://orcid.org/0000-0003-0947-3843"},"institutions":[{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210096250","display_name":"Beijing Institute of Big Data Research","ror":"https://ror.org/00s1sz824","country_code":"CN","type":"facility","lineage":["https://openalex.org/I20231570","https://openalex.org/I37796252","https://openalex.org/I4210096250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Zhou","raw_affiliation_strings":["International Research Center of Big Data for Sustainable Development Goals, Beijing 100094, China","Key Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China"],"affiliations":[{"raw_affiliation_string":"International Research Center of Big Data for Sustainable Development Goals, Beijing 100094, China","institution_ids":["https://openalex.org/I4210096250"]},{"raw_affiliation_string":"Key Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074195612","display_name":"Meng Zhu","orcid":"https://orcid.org/0000-0001-5557-0156"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210096250","display_name":"Beijing Institute of Big Data Research","ror":"https://ror.org/00s1sz824","country_code":"CN","type":"facility","lineage":["https://openalex.org/I20231570","https://openalex.org/I37796252","https://openalex.org/I4210096250"]},{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng Zhu","raw_affiliation_strings":["International Research Center of Big Data for Sustainable Development Goals, Beijing 100094, China","Key Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China"],"affiliations":[{"raw_affiliation_string":"International Research Center of Big Data for Sustainable Development Goals, Beijing 100094, China","institution_ids":["https://openalex.org/I4210096250"]},{"raw_affiliation_string":"Key Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5002640702"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210096250","https://openalex.org/I4210137199"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.17810897,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"15","issue":"23","first_page":"5516","last_page":"5516"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9966999888420105,"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"}},"topics":[{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9966999888420105,"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/T10226","display_name":"Land Use and Ecosystem Services","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T10487","display_name":"Plant and animal studies","score":0.9761999845504761,"subfield":{"id":"https://openalex.org/subfields/1105","display_name":"Ecology, Evolution, Behavior and Systematics"},"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/biosphere","display_name":"Biosphere","score":0.8363112211227417},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.6102520823478699},{"id":"https://openalex.org/keywords/vegetation","display_name":"Vegetation (pathology)","score":0.5980256795883179},{"id":"https://openalex.org/keywords/human-health","display_name":"Human health","score":0.47288766503334045},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.45535731315612793},{"id":"https://openalex.org/keywords/environmental-resource-management","display_name":"Environmental resource management","score":0.43924039602279663},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.36658400297164917},{"id":"https://openalex.org/keywords/physical-geography","display_name":"Physical geography","score":0.3334576487541199},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.210985004901886},{"id":"https://openalex.org/keywords/environmental-health","display_name":"Environmental health","score":0.2090773582458496},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.12915849685668945}],"concepts":[{"id":"https://openalex.org/C107218244","wikidata":"https://www.wikidata.org/wiki/Q42762","display_name":"Biosphere","level":2,"score":0.8363112211227417},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6102520823478699},{"id":"https://openalex.org/C2776133958","wikidata":"https://www.wikidata.org/wiki/Q7918366","display_name":"Vegetation (pathology)","level":2,"score":0.5980256795883179},{"id":"https://openalex.org/C2987857752","wikidata":"https://www.wikidata.org/wiki/Q12147","display_name":"Human health","level":2,"score":0.47288766503334045},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.45535731315612793},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.43924039602279663},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.36658400297164917},{"id":"https://openalex.org/C100970517","wikidata":"https://www.wikidata.org/wiki/Q52107","display_name":"Physical geography","level":1,"score":0.3334576487541199},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.210985004901886},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.2090773582458496},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.12915849685668945},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/rs15235516","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15235516","pdf_url":"https://www.mdpi.com/2072-4292/15/23/5516/pdf?version=1701079543","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:fc923b490b2440f8ace9504ba9972e35","is_oa":true,"landing_page_url":"https://doaj.org/article/fc923b490b2440f8ace9504ba9972e35","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":"Remote Sensing, Vol 15, Iss 23, p 5516 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/rs15235516","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15235516","pdf_url":"https://www.mdpi.com/2072-4292/15/23/5516/pdf?version=1701079543","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":[{"id":"https://metadata.un.org/sdg/15","score":0.4000000059604645,"display_name":"Life in Land"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4389057062.pdf"},"referenced_works_count":68,"referenced_works":["https://openalex.org/W188378287","https://openalex.org/W1469487223","https://openalex.org/W1490632456","https://openalex.org/W1828991496","https://openalex.org/W1976537707","https://openalex.org/W1986504269","https://openalex.org/W1989203457","https://openalex.org/W1998842586","https://openalex.org/W1999123671","https://openalex.org/W2000613913","https://openalex.org/W2013168618","https://openalex.org/W2020354514","https://openalex.org/W2026337641","https://openalex.org/W2044465660","https://openalex.org/W2055633244","https://openalex.org/W2066612219","https://openalex.org/W2066974083","https://openalex.org/W2073266896","https://openalex.org/W2081895269","https://openalex.org/W2091328246","https://openalex.org/W2096996101","https://openalex.org/W2097948934","https://openalex.org/W2099400014","https://openalex.org/W2110154495","https://openalex.org/W2148333466","https://openalex.org/W2157495070","https://openalex.org/W2196686189","https://openalex.org/W2235689173","https://openalex.org/W2530716675","https://openalex.org/W2582977415","https://openalex.org/W2607990087","https://openalex.org/W2736508163","https://openalex.org/W2773303187","https://openalex.org/W2883044132","https://openalex.org/W2945897702","https://openalex.org/W2952045193","https://openalex.org/W2981797353","https://openalex.org/W3006935317","https://openalex.org/W3010904241","https://openalex.org/W3038941925","https://openalex.org/W3082204762","https://openalex.org/W3096303972","https://openalex.org/W3123838756","https://openalex.org/W3124775559","https://openalex.org/W3129585299","https://openalex.org/W3135989668","https://openalex.org/W3185308279","https://openalex.org/W3185674504","https://openalex.org/W3193437495","https://openalex.org/W3195793741","https://openalex.org/W3215795525","https://openalex.org/W4205319818","https://openalex.org/W4211007335","https://openalex.org/W4220757690","https://openalex.org/W4221010148","https://openalex.org/W4283588735","https://openalex.org/W4287832982","https://openalex.org/W4292512836","https://openalex.org/W4302282107","https://openalex.org/W4309436055","https://openalex.org/W4315629062","https://openalex.org/W4316664675","https://openalex.org/W4365505839","https://openalex.org/W4378232427","https://openalex.org/W4386819899","https://openalex.org/W6686375811","https://openalex.org/W6799161693","https://openalex.org/W7006057210"],"related_works":["https://openalex.org/W13275046","https://openalex.org/W1994760763","https://openalex.org/W3205288965","https://openalex.org/W760812393","https://openalex.org/W2033837791","https://openalex.org/W2126508368","https://openalex.org/W2056248242","https://openalex.org/W2587044545","https://openalex.org/W2896689652","https://openalex.org/W4309269549"],"abstract_inverted_index":{"Jiuzhaigou":[0,127,141],"Valley":[1,128,142],"is":[2,129],"recognized":[3],"as":[4],"both":[5],"a":[6,12,25,37,144,182],"world":[7],"natural":[8],"heritage":[9],"site":[10],"and":[11,47,50,55,78,96,135,194],"biosphere":[13,199],"reserve.":[14],"Conducting":[15],"research":[16],"on":[17,90,107,161],"vegetation":[18,52,124,191],"health":[19,53,125,163,192],"within":[20],"its":[21],"scope":[22],"can":[23,186],"provide":[24],"demonstration":[26],"role":[27],"for":[28,176,190],"sustainable":[29],"development":[30],"research.":[31],"In":[32],"this":[33,174],"study,":[34],"we":[35,99],"proposed":[36,172],"technology":[38],"integration":[39],"approach":[40],"that":[41,122,185],"combined":[42],"remote":[43],"sensing":[44],"intelligent":[45],"identification":[46],"quantitative":[48],"retrieval,":[49],"achieved":[51],"monitoring":[54,193],"susceptibility":[56,102,180],"mapping":[57,177],"of":[58,104,140,147],"unhealthy":[59,66,105,178],"trees.":[60],"Leveraging":[61],"WorldView-2":[62],"high-resolution":[63],"satellite":[64,109],"images,":[65,110],"trees":[67,106,179],"were":[68],"elaborately":[69],"identified":[70],"through":[71],"the":[72,114,123],"object-oriented":[73],"classification":[74],"method":[75],"employing":[76],"spectral":[77],"texture":[79],"features,":[80],"with":[81,111],"F1":[82],"Score":[83],"exceeding":[84,117],"75%.":[85],"By":[86],"applying":[87],"fuzzy":[88],"operations":[89],"indices":[91],"related":[92],"to":[93,149],"leaf":[94],"pigment":[95],"canopy":[97],"architecture,":[98],"ultimately":[100],"generated":[101],"maps":[103],"Sentinel-2":[108],"Area":[112],"Under":[113],"Curve":[115],"(AUC)":[116],"0.85.":[118],"Our":[119],"findings":[120],"underscore":[121],"in":[126,164,173,197],"predominantly":[130],"influenced":[131],"by":[132],"human":[133,153],"activities":[134,154],"geological":[136,150],"hazards.":[137],"The":[138,170],"forests":[139],"exhibit":[143],"certain":[145],"degree":[146],"resilience":[148],"disasters,":[151],"while":[152],"have":[155],"been":[156],"continuously":[157],"exerting":[158],"adverse":[159],"effects":[160],"forest":[162],"recent":[165],"years,":[166],"necessitating":[167],"heightened":[168],"attention.":[169],"methodology":[171],"study":[175],"presents":[181],"cost-effective":[183],"solution":[184],"be":[187],"readily":[188],"applied":[189],"early":[195],"warning":[196],"analogous":[198],"reserves.":[200]},"counts_by_year":[],"updated_date":"2026-01-23T23:20:30.427331","created_date":"2025-10-10T00:00:00"}
