{"id":"https://openalex.org/W3025432950","doi":"https://doi.org/10.3390/rs12091523","title":"Mapping Floristic Patterns of Trees in Peruvian Amazonia Using Remote Sensing and Machine Learning","display_name":"Mapping Floristic Patterns of Trees in Peruvian Amazonia Using Remote Sensing and Machine Learning","publication_year":2020,"publication_date":"2020-05-10","ids":{"openalex":"https://openalex.org/W3025432950","doi":"https://doi.org/10.3390/rs12091523","mag":"3025432950"},"language":"en","primary_location":{"id":"doi:10.3390/rs12091523","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs12091523","pdf_url":"https://www.mdpi.com/2072-4292/12/9/1523/pdf?version=1589426510","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/2072-4292/12/9/1523/pdf?version=1589426510","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078667359","display_name":"Pablo P\u00e9rez Chaves","orcid":"https://orcid.org/0000-0002-1025-9505"},"institutions":[{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Pablo Chaves","raw_affiliation_strings":["Department of Biology, University of Turku, 20014 Turku, Finland"],"raw_orcid":"https://orcid.org/0000-0002-1025-9505","affiliations":[{"raw_affiliation_string":"Department of Biology, University of Turku, 20014 Turku, Finland","institution_ids":["https://openalex.org/I155660961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080081811","display_name":"Gabriela Zuquim","orcid":"https://orcid.org/0000-0003-0932-2308"},"institutions":[{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]},{"id":"https://openalex.org/I204337017","display_name":"Aarhus University","ror":"https://ror.org/01aj84f44","country_code":"DK","type":"education","lineage":["https://openalex.org/I204337017"]}],"countries":["DK","FI"],"is_corresponding":false,"raw_author_name":"Gabriela Zuquim","raw_affiliation_strings":["Department of Biology, Aarhus University, Nordre Ringgade 1, DK-8000 Aarhus, Denmark","Department of Biology, University of Turku, 20014 Turku, Finland"],"raw_orcid":"https://orcid.org/0000-0003-0932-2308","affiliations":[{"raw_affiliation_string":"Department of Biology, Aarhus University, Nordre Ringgade 1, DK-8000 Aarhus, Denmark","institution_ids":["https://openalex.org/I204337017"]},{"raw_affiliation_string":"Department of Biology, University of Turku, 20014 Turku, Finland","institution_ids":["https://openalex.org/I155660961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047523221","display_name":"Kalle Ruokolainen","orcid":"https://orcid.org/0000-0002-7494-9417"},"institutions":[{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Kalle Ruokolainen","raw_affiliation_strings":["Department of Biology, University of Turku, 20014 Turku, Finland"],"raw_orcid":"https://orcid.org/0000-0002-7494-9417","affiliations":[{"raw_affiliation_string":"Department of Biology, University of Turku, 20014 Turku, Finland","institution_ids":["https://openalex.org/I155660961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090062829","display_name":"Jasper Van doninck","orcid":"https://orcid.org/0000-0003-2177-7882"},"institutions":[{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Jasper Van doninck","raw_affiliation_strings":["Department of Geography and Geology, University of Turku, 20014 Turku, Finland"],"raw_orcid":"https://orcid.org/0000-0003-2177-7882","affiliations":[{"raw_affiliation_string":"Department of Geography and Geology, University of Turku, 20014 Turku, Finland","institution_ids":["https://openalex.org/I155660961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071493827","display_name":"Risto Kalliola","orcid":"https://orcid.org/0000-0003-2454-8217"},"institutions":[{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Risto Kalliola","raw_affiliation_strings":["Department of Geography and Geology, University of Turku, 20014 Turku, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geography and Geology, University of Turku, 20014 Turku, Finland","institution_ids":["https://openalex.org/I155660961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084432716","display_name":"Elvira G\u00f3mez Rivero","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Elvira G\u00f3mez Rivero","raw_affiliation_strings":["Servicio Forestal Nacional y de Fauna Silvestre, Lima 15076, Peru"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Servicio Forestal Nacional y de Fauna Silvestre, Lima 15076, Peru","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052652930","display_name":"Hanna Tuomisto","orcid":"https://orcid.org/0000-0003-1640-490X"},"institutions":[{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Hanna Tuomisto","raw_affiliation_strings":["Department of Biology, University of Turku, 20014 Turku, Finland"],"raw_orcid":"https://orcid.org/0000-0003-1640-490X","affiliations":[{"raw_affiliation_string":"Department of Biology, University of Turku, 20014 Turku, Finland","institution_ids":["https://openalex.org/I155660961"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5078667359"],"corresponding_institution_ids":["https://openalex.org/I155660961"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":2.6952,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.89631179,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"12","issue":"9","first_page":"1523","last_page":"1523"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10487","display_name":"Plant and animal studies","score":0.9986000061035156,"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"}},"topics":[{"id":"https://openalex.org/T10487","display_name":"Plant and animal studies","score":0.9986000061035156,"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"}},{"id":"https://openalex.org/T10005","display_name":"Ecology and Vegetation Dynamics Studies","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2309","display_name":"Nature and Landscape Conservation"},"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/T10895","display_name":"Species Distribution and Climate Change","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/floristics","display_name":"Floristics","score":0.666539192199707},{"id":"https://openalex.org/keywords/amazon-rainforest","display_name":"Amazon rainforest","score":0.6441313028335571},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.5749096870422363},{"id":"https://openalex.org/keywords/edaphic","display_name":"Edaphic","score":0.5644856095314026},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.46917134523391724},{"id":"https://openalex.org/keywords/ordination","display_name":"Ordination","score":0.42863789200782776},{"id":"https://openalex.org/keywords/forest-inventory","display_name":"Forest inventory","score":0.42600488662719727},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.41431164741516113},{"id":"https://openalex.org/keywords/physical-geography","display_name":"Physical geography","score":0.3906781077384949},{"id":"https://openalex.org/keywords/species-richness","display_name":"Species richness","score":0.3062751293182373},{"id":"https://openalex.org/keywords/forestry","display_name":"Forestry","score":0.29674240946769714},{"id":"https://openalex.org/keywords/forest-management","display_name":"Forest management","score":0.17000409960746765},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.15508559346199036}],"concepts":[{"id":"https://openalex.org/C45152089","wikidata":"https://www.wikidata.org/wiki/Q1372905","display_name":"Floristics","level":3,"score":0.666539192199707},{"id":"https://openalex.org/C535291247","wikidata":"https://www.wikidata.org/wiki/Q177567","display_name":"Amazon rainforest","level":2,"score":0.6441313028335571},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.5749096870422363},{"id":"https://openalex.org/C71908930","wikidata":"https://www.wikidata.org/wiki/Q1151068","display_name":"Edaphic","level":3,"score":0.5644856095314026},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.46917134523391724},{"id":"https://openalex.org/C175570560","wikidata":"https://www.wikidata.org/wiki/Q2029312","display_name":"Ordination","level":2,"score":0.42863789200782776},{"id":"https://openalex.org/C147103442","wikidata":"https://www.wikidata.org/wiki/Q1423188","display_name":"Forest inventory","level":3,"score":0.42600488662719727},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.41431164741516113},{"id":"https://openalex.org/C100970517","wikidata":"https://www.wikidata.org/wiki/Q52107","display_name":"Physical geography","level":1,"score":0.3906781077384949},{"id":"https://openalex.org/C53565203","wikidata":"https://www.wikidata.org/wiki/Q17146659","display_name":"Species richness","level":2,"score":0.3062751293182373},{"id":"https://openalex.org/C97137747","wikidata":"https://www.wikidata.org/wiki/Q38112","display_name":"Forestry","level":1,"score":0.29674240946769714},{"id":"https://openalex.org/C28631016","wikidata":"https://www.wikidata.org/wiki/Q372561","display_name":"Forest management","level":2,"score":0.17000409960746765},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.15508559346199036},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.0},{"id":"https://openalex.org/C159750122","wikidata":"https://www.wikidata.org/wiki/Q96621023","display_name":"Soil water","level":2,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/rs12091523","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs12091523","pdf_url":"https://www.mdpi.com/2072-4292/12/9/1523/pdf?version=1589426510","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:pure.atira.dk:openaire/70fae573-1a79-405e-9e61-b7d8152dddbf","is_oa":true,"landing_page_url":"https://pure.au.dk/portal/en/publications/70fae573-1a79-405e-9e61-b7d8152dddbf","pdf_url":null,"source":null,"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Chaves, P P, Zuquim, G, Ruokolainen, K, Van doninck, J, Kalliola, R, Rivero, E G & Tuomisto, H 2020, 'Mapping floristic patterns of trees in Peruvian Amazonia using remote sensing and machine learning', Remote Sensing, vol. 12, no. 9, 1523. https://doi.org/10.3390/RS12091523","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:www.utupub.fi:10024/159822","is_oa":true,"landing_page_url":"https://www.utupub.fi/handle/10024/159822","pdf_url":"https://www.utupub.fi/bitstream/10024/159822/1/remotesensing-12-01523-v3.pdf","source":{"id":"https://openalex.org/S4306402470","display_name":"UTUPub (University of Turku)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I155660961","host_organization_name":"University of Turku","host_organization_lineage":["https://openalex.org/I155660961"],"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":null},{"id":"pmh:oai:doaj.org/article:5c68fb191edf4f0899f720d540e372ad","is_oa":true,"landing_page_url":"https://doaj.org/article/5c68fb191edf4f0899f720d540e372ad","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":"Remote Sensing, Vol 12, Iss 9, p 1523 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/rs12091523","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs12091523","pdf_url":"https://www.mdpi.com/2072-4292/12/9/1523/pdf?version=1589426510","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":[{"display_name":"Life below water","id":"https://metadata.un.org/sdg/14","score":0.7599999904632568}],"awards":[{"id":"https://openalex.org/G1169834268","display_name":null,"funder_award_id":"273737","funder_id":"https://openalex.org/F4320321108","funder_display_name":"Academy of Finland"},{"id":"https://openalex.org/G3126057932","display_name":null,"funder_award_id":"296406","funder_id":"https://openalex.org/F4320321108","funder_display_name":"Academy of Finland"},{"id":"https://openalex.org/G4354333994","display_name":null,"funder_award_id":"296406","funder_id":"https://openalex.org/F4320323313","funder_display_name":"Turun Yliopisto"}],"funders":[{"id":"https://openalex.org/F4320321108","display_name":"Academy of Finland","ror":"https://ror.org/05k73zm37"},{"id":"https://openalex.org/F4320323313","display_name":"Turun Yliopisto","ror":"https://ror.org/05vghhr25"},{"id":"https://openalex.org/F4320336789","display_name":"Turun yliopiston tutkijakoulu","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3025432950.pdf","grobid_xml":"https://content.openalex.org/works/W3025432950.grobid-xml"},"referenced_works_count":90,"referenced_works":["https://openalex.org/W102821606","https://openalex.org/W429766147","https://openalex.org/W1552304245","https://openalex.org/W1575332305","https://openalex.org/W1575419765","https://openalex.org/W1602029612","https://openalex.org/W1650917424","https://openalex.org/W1966579847","https://openalex.org/W1975124824","https://openalex.org/W1990421832","https://openalex.org/W1998498889","https://openalex.org/W2007266251","https://openalex.org/W2008397332","https://openalex.org/W2011702848","https://openalex.org/W2013968785","https://openalex.org/W2020145484","https://openalex.org/W2022166809","https://openalex.org/W2022988189","https://openalex.org/W2027883628","https://openalex.org/W2039317838","https://openalex.org/W2040792004","https://openalex.org/W2042845702","https://openalex.org/W2053740214","https://openalex.org/W2055602174","https://openalex.org/W2057820360","https://openalex.org/W2059216137","https://openalex.org/W2059491166","https://openalex.org/W2060392059","https://openalex.org/W2065359252","https://openalex.org/W2066717607","https://openalex.org/W2072100884","https://openalex.org/W2074075865","https://openalex.org/W2075912726","https://openalex.org/W2078147935","https://openalex.org/W2085958776","https://openalex.org/W2086603855","https://openalex.org/W2091577257","https://openalex.org/W2093740382","https://openalex.org/W2102858277","https://openalex.org/W2104676388","https://openalex.org/W2119199370","https://openalex.org/W2121925016","https://openalex.org/W2125036344","https://openalex.org/W2126523151","https://openalex.org/W2127294002","https://openalex.org/W2134105845","https://openalex.org/W2139560201","https://openalex.org/W2139961611","https://openalex.org/W2146172238","https://openalex.org/W2147693728","https://openalex.org/W2152140828","https://openalex.org/W2156691552","https://openalex.org/W2157285261","https://openalex.org/W2163457179","https://openalex.org/W2173781250","https://openalex.org/W2194958479","https://openalex.org/W2209411655","https://openalex.org/W2427688769","https://openalex.org/W2463201722","https://openalex.org/W2502783411","https://openalex.org/W2525243036","https://openalex.org/W2552919306","https://openalex.org/W2556582954","https://openalex.org/W2560136348","https://openalex.org/W2582323655","https://openalex.org/W2588003345","https://openalex.org/W2590369514","https://openalex.org/W2594233224","https://openalex.org/W2610031555","https://openalex.org/W2626410018","https://openalex.org/W2755672132","https://openalex.org/W2768025983","https://openalex.org/W2773188111","https://openalex.org/W2783397339","https://openalex.org/W2794916302","https://openalex.org/W2795228472","https://openalex.org/W2888452975","https://openalex.org/W2949805636","https://openalex.org/W2972629016","https://openalex.org/W2979065907","https://openalex.org/W2981992143","https://openalex.org/W2984835294","https://openalex.org/W3104895181","https://openalex.org/W3123593598","https://openalex.org/W3134898604","https://openalex.org/W3203866604","https://openalex.org/W4232225751","https://openalex.org/W4399641240","https://openalex.org/W6666759152","https://openalex.org/W6675304221"],"related_works":["https://openalex.org/W1973655189","https://openalex.org/W2383221117","https://openalex.org/W2005423340","https://openalex.org/W4285046547","https://openalex.org/W2612617675","https://openalex.org/W2500693145","https://openalex.org/W4378974727","https://openalex.org/W2070429313","https://openalex.org/W4394375620","https://openalex.org/W2003302132"],"abstract_inverted_index":{"Recognition":[0],"of":[1,18,67,107,116,139,152,162,173,196,222],"the":[2,21,51,113,146,150,163,174,186,197,202,223,235],"spatial":[3],"variation":[4,115,164,175],"in":[5,64,72],"tree":[6,117],"species":[7,33],"composition":[8,148],"is":[9,26,47,237,248],"a":[10,65,191],"necessary":[11],"precondition":[12],"for":[13,219,250,255,259],"wise":[14],"management":[15],"and":[16,88,91,126,142,154,169,171,200,239,254],"conservation":[17],"forests.":[19],"In":[20,110],"Peruvian":[22,42,198],"Amazonia,":[23],"this":[24,182],"goal":[25],"not":[27],"yet":[28],"achieved":[29],"mostly":[30],"because":[31],"adequate":[32],"inventory":[34,45,70],"data":[35,93],"has":[36],"been":[37,102],"lacking.":[38],"The":[39,157,226],"recently":[40],"started":[41],"national":[43],"forest":[44,134],"(INFFS)":[46],"expected":[48],"to":[49,74,104,123,128,144,184,243],"change":[50],"situation.":[52],"Here,":[53],"we":[54],"analyzed":[55],"genus-level":[56],"variation,":[57],"summarized":[58],"through":[59],"non-metric":[60],"multidimensional":[61],"scaling":[62],"(NMDS),":[63],"set":[66],"157":[68],"INFFS":[69],"plots":[71],"lowland":[73],"low":[75],"mountain":[76],"rain":[77],"forests":[78],"(<2000":[79],"m":[80],"above":[81],"sea":[82],"level)":[83],"using":[84,208],"Landsat":[85,124,153],"satellite":[86],"imagery":[87],"climatic,":[89],"edaphic,":[90],"elevation":[92],"as":[94],"predictor":[95],"variables.":[96,130],"Genus-level":[97],"floristic":[98,114,147,206],"patterns":[99],"have":[100],"earlier":[101,231],"found":[103],"be":[105,241],"indicative":[106],"species-level":[108],"patterns.":[109],"correlation":[111],"tests,":[112],"genera":[118,218],"was":[119],"most":[120],"strongly":[121],"related":[122],"variables":[125],"secondly":[127],"climatic":[129],"We":[131,180],"used":[132,181],"random":[133],"regression,":[135],"under":[136],"varying":[137],"criteria":[138],"feature":[140],"selection":[141],"cross-validation,":[143],"predict":[145,185],"on":[149],"basis":[151],"environmental":[155],"data.":[156],"best":[158],"model":[159,183],"explained":[160],">60%":[161],"along":[165,176],"NMDS":[166,177,188],"axes":[167],"1":[168],"2":[170],"40%":[172],"axis":[178],"3.":[179],"three":[187],"dimensions":[189],"at":[190],"450-m":[192],"resolution":[193],"over":[194],"all":[195],"Amazonia":[199],"classified":[201],"pixels":[203],"into":[204],"10":[205,224],"classes":[207],"k-means":[209],"classification.":[210],"An":[211],"indicator":[212,217],"analysis":[213],"identified":[214],"statistically":[215],"significant":[216],"8":[220],"out":[221],"classes.":[225],"results":[227],"are":[228],"congruent":[229],"with":[230],"studies,":[232],"suggesting":[233],"that":[234],"approach":[236],"robust":[238],"can":[240],"applied":[242],"other":[244],"tropical":[245],"regions,":[246],"which":[247],"useful":[249],"reducing":[251],"research":[252],"gaps":[253],"identifying":[256],"suitable":[257],"areas":[258],"conservation.":[260]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}