{"id":"https://openalex.org/W4382982643","doi":"https://doi.org/10.3390/ijgi12070263","title":"Mapping Agricultural Intensification in the Brazilian Savanna: A Machine Learning Approach Using Harmonized Data from Landsat Sentinel-2","display_name":"Mapping Agricultural Intensification in the Brazilian Savanna: A Machine Learning Approach Using Harmonized Data from Landsat Sentinel-2","publication_year":2023,"publication_date":"2023-07-02","ids":{"openalex":"https://openalex.org/W4382982643","doi":"https://doi.org/10.3390/ijgi12070263"},"language":"en","primary_location":{"id":"doi:10.3390/ijgi12070263","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi12070263","pdf_url":"https://www.mdpi.com/2220-9964/12/7/263/pdf?version=1688278977","source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"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":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2220-9964/12/7/263/pdf?version=1688278977","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080428498","display_name":"\u00c9dson Lu\u00eds Bolfe","orcid":"https://orcid.org/0000-0001-7777-2445"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]},{"id":"https://openalex.org/I199691007","display_name":"Brazilian Agricultural Research Corporation","ror":"https://ror.org/0482b5b22","country_code":"BR","type":"government","lineage":["https://openalex.org/I199691007"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"\u00c9dson Luis Bolfe","raw_affiliation_strings":["Brazilian Agricultural Research Corporation (Embrapa Agricultura Digital), Campinas 13083-886, Brazil","Institute of Geosciences, State University of Campinas (Unicamp), Campinas 13083-855, Brazil"],"raw_orcid":"https://orcid.org/0000-0001-7777-2445","affiliations":[{"raw_affiliation_string":"Brazilian Agricultural Research Corporation (Embrapa Agricultura Digital), Campinas 13083-886, Brazil","institution_ids":["https://openalex.org/I199691007"]},{"raw_affiliation_string":"Institute of Geosciences, State University of Campinas (Unicamp), Campinas 13083-855, Brazil","institution_ids":["https://openalex.org/I181391015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004838647","display_name":"Taya Cristo Parreiras","orcid":"https://orcid.org/0000-0003-2621-7745"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Taya Cristo Parreiras","raw_affiliation_strings":["Institute of Geosciences, State University of Campinas (Unicamp), Campinas 13083-855, Brazil"],"raw_orcid":"https://orcid.org/0000-0003-2621-7745","affiliations":[{"raw_affiliation_string":"Institute of Geosciences, State University of Campinas (Unicamp), Campinas 13083-855, Brazil","institution_ids":["https://openalex.org/I181391015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068718399","display_name":"Lucas Augusto Pereira da Silva","orcid":"https://orcid.org/0000-0001-5504-9029"},"institutions":[{"id":"https://openalex.org/I80850581","display_name":"Universidade Federal de Uberl\u00e2ndia","ror":"https://ror.org/04x3wvr31","country_code":"BR","type":"education","lineage":["https://openalex.org/I80850581"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Lucas Augusto Pereira da Silva","raw_affiliation_strings":["Institute of Geography, Federal University of Uberl\u00e2ndia (UFU), Uberl\u00e2ndia 38408-100, Brazil"],"raw_orcid":"https://orcid.org/0000-0001-5504-9029","affiliations":[{"raw_affiliation_string":"Institute of Geography, Federal University of Uberl\u00e2ndia (UFU), Uberl\u00e2ndia 38408-100, Brazil","institution_ids":["https://openalex.org/I80850581"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003513993","display_name":"Edson Eyji Sano","orcid":"https://orcid.org/0000-0001-5760-556X"},"institutions":[{"id":"https://openalex.org/I199691007","display_name":"Brazilian Agricultural Research Corporation","ror":"https://ror.org/0482b5b22","country_code":"BR","type":"government","lineage":["https://openalex.org/I199691007"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Edson Eyji Sano","raw_affiliation_strings":["Brazilian Agricultural Research Corporation (Embrapa Cerrados), Planaltina 73301-970, Brazil"],"raw_orcid":"https://orcid.org/0000-0001-5760-556X","affiliations":[{"raw_affiliation_string":"Brazilian Agricultural Research Corporation (Embrapa Cerrados), Planaltina 73301-970, Brazil","institution_ids":["https://openalex.org/I199691007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007681189","display_name":"G. M. Bettiol","orcid":"https://orcid.org/0000-0003-0619-3061"},"institutions":[{"id":"https://openalex.org/I199691007","display_name":"Brazilian Agricultural Research Corporation","ror":"https://ror.org/0482b5b22","country_code":"BR","type":"government","lineage":["https://openalex.org/I199691007"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Giovana Maranh\u00e3o Bettiol","raw_affiliation_strings":["Brazilian Agricultural Research Corporation (Embrapa Cerrados), Planaltina 73301-970, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brazilian Agricultural Research Corporation (Embrapa Cerrados), Planaltina 73301-970, Brazil","institution_ids":["https://openalex.org/I199691007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068946101","display_name":"D. de C. Victoria","orcid":"https://orcid.org/0000-0002-2281-5644"},"institutions":[{"id":"https://openalex.org/I199691007","display_name":"Brazilian Agricultural Research Corporation","ror":"https://ror.org/0482b5b22","country_code":"BR","type":"government","lineage":["https://openalex.org/I199691007"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Daniel de Castro Victoria","raw_affiliation_strings":["Brazilian Agricultural Research Corporation (Embrapa Agricultura Digital), Campinas 13083-886, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brazilian Agricultural Research Corporation (Embrapa Agricultura Digital), Campinas 13083-886, Brazil","institution_ids":["https://openalex.org/I199691007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006130615","display_name":"Ieda Del\u2019Arco Sanches","orcid":"https://orcid.org/0000-0003-1296-0933"},"institutions":[{"id":"https://openalex.org/I80849659","display_name":"Instituto Nacional de Pesquisas Espaciais","ror":"https://ror.org/04xbn6x09","country_code":"BR","type":"facility","lineage":["https://openalex.org/I4210151455","https://openalex.org/I80849659"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Ieda Del\u2019Arco Sanches","raw_affiliation_strings":["National Institute for Space Research (INPE), S\u00e3o Jos\u00e9 dos Campos 12227-010, Brazil"],"raw_orcid":"https://orcid.org/0000-0003-1296-0933","affiliations":[{"raw_affiliation_string":"National Institute for Space Research (INPE), S\u00e3o Jos\u00e9 dos Campos 12227-010, Brazil","institution_ids":["https://openalex.org/I80849659"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023208576","display_name":"L. E. Vicente","orcid":"https://orcid.org/0000-0002-9851-2527"},"institutions":[{"id":"https://openalex.org/I199691007","display_name":"Brazilian Agricultural Research Corporation","ror":"https://ror.org/0482b5b22","country_code":"BR","type":"government","lineage":["https://openalex.org/I199691007"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Luiz Eduardo Vicente","raw_affiliation_strings":["Brazilian Agricultural Research Corporation (Embrapa Meio Ambiente), Jaguari\u00fana 13820-000, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brazilian Agricultural Research Corporation (Embrapa Meio Ambiente), Jaguari\u00fana 13820-000, Brazil","institution_ids":["https://openalex.org/I199691007"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5080428498"],"corresponding_institution_ids":["https://openalex.org/I181391015","https://openalex.org/I199691007"],"apc_list":{"value":1700,"currency":"CHF","value_usd":1893},"apc_paid":{"value":1700,"currency":"CHF","value_usd":1893},"fwci":4.6453,"has_fulltext":true,"cited_by_count":24,"citation_normalized_percentile":{"value":0.9507507,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"12","issue":"7","first_page":"263","last_page":"263"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9994999766349792,"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":0.9994999766349792,"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/T14365","display_name":"Leaf Properties and Growth Measurement","score":0.9922999739646912,"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/T10770","display_name":"Soil Geostatistics and Mapping","score":0.987500011920929,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/normalized-difference-vegetation-index","display_name":"Normalized Difference Vegetation Index","score":0.8319178819656372},{"id":"https://openalex.org/keywords/geospatial-analysis","display_name":"Geospatial analysis","score":0.7228662967681885},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6046387553215027},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.568082869052887},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.48883432149887085},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.48209360241889954},{"id":"https://openalex.org/keywords/index","display_name":"Index (typography)","score":0.4328189492225647},{"id":"https://openalex.org/keywords/gradient-boosting","display_name":"Gradient boosting","score":0.42899012565612793},{"id":"https://openalex.org/keywords/vegetation","display_name":"Vegetation (pathology)","score":0.42252397537231445},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35624149441719055},{"id":"https://openalex.org/keywords/agricultural-engineering","display_name":"Agricultural engineering","score":0.34663137793540955},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.340983510017395},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.33525604009628296},{"id":"https://openalex.org/keywords/leaf-area-index","display_name":"Leaf area index","score":0.2311929166316986},{"id":"https://openalex.org/keywords/agronomy","display_name":"Agronomy","score":0.11479905247688293},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07672017812728882}],"concepts":[{"id":"https://openalex.org/C1549246","wikidata":"https://www.wikidata.org/wiki/Q718775","display_name":"Normalized Difference Vegetation Index","level":3,"score":0.8319178819656372},{"id":"https://openalex.org/C9770341","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Geospatial analysis","level":2,"score":0.7228662967681885},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6046387553215027},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.568082869052887},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.48883432149887085},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.48209360241889954},{"id":"https://openalex.org/C2777382242","wikidata":"https://www.wikidata.org/wiki/Q6017816","display_name":"Index (typography)","level":2,"score":0.4328189492225647},{"id":"https://openalex.org/C70153297","wikidata":"https://www.wikidata.org/wiki/Q5591907","display_name":"Gradient boosting","level":3,"score":0.42899012565612793},{"id":"https://openalex.org/C2776133958","wikidata":"https://www.wikidata.org/wiki/Q7918366","display_name":"Vegetation (pathology)","level":2,"score":0.42252397537231445},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35624149441719055},{"id":"https://openalex.org/C88463610","wikidata":"https://www.wikidata.org/wiki/Q194118","display_name":"Agricultural engineering","level":1,"score":0.34663137793540955},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.340983510017395},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.33525604009628296},{"id":"https://openalex.org/C25989453","wikidata":"https://www.wikidata.org/wiki/Q446746","display_name":"Leaf area index","level":2,"score":0.2311929166316986},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.11479905247688293},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07672017812728882},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/ijgi12070263","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi12070263","pdf_url":"https://www.mdpi.com/2220-9964/12/7/263/pdf?version=1688278977","source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"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":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},{"id":"pmh:oai:urlib.net:sid.inpe.br/mtc-m21d/2023/08.10.18.23.40-0","is_oa":true,"landing_page_url":"http://urlib.net/8JMKD3MGP3W34T/49K93B5","pdf_url":"http://urlib.net/sid.inpe.br/mtc-m21d/2023/08.10.18.23","source":{"id":"https://openalex.org/S4377196298","display_name":"Biblioteca Digital da Mem\u00f3ria Cient\u00edfica do INPE (National Institute for Space Research)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I80849659","host_organization_name":"Instituto Nacional de Pesquisas Espaciais","host_organization_lineage":["https://openalex.org/I80849659"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"},{"id":"pmh:oai:www.alice.cnptia.embrapa.br:doc/1155214","is_oa":true,"landing_page_url":"http://www.alice.cnptia.embrapa.br/alice/handle/doc/1155214","pdf_url":"http://www.alice.cnptia.embrapa.br/bitstream/doc/1155214/1/AP-Mapping-agricultural-intensification-2023.pdf","source":{"id":"https://openalex.org/S4306402641","display_name":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Cient\u00edficas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4383465926","host_organization_name":"LA Referencia","host_organization_lineage":["https://openalex.org/I4383465926"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"instacron:EMBRAPA","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:doaj.org/article:9da7a7dfb93b4b048659f08e0f9f0a39","is_oa":true,"landing_page_url":"https://doaj.org/article/9da7a7dfb93b4b048659f08e0f9f0a39","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":"ISPRS International Journal of Geo-Information, Vol 12, Iss 7, p 263 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2220-9964/12/7/263/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/ijgi12070263","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":"ISPRS International Journal of Geo-Information; Volume 12; Issue 7; Pages: 263","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/ijgi12070263","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi12070263","pdf_url":"https://www.mdpi.com/2220-9964/12/7/263/pdf?version=1688278977","source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"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":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.7099999785423279}],"awards":[{"id":"https://openalex.org/G1426168670","display_name":null,"funder_award_id":"Code 001","funder_id":"https://openalex.org/F4320322980","funder_display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de Minas Gerais"},{"id":"https://openalex.org/G2644369767","display_name":null,"funder_award_id":"406494/2018-5","funder_id":"https://openalex.org/F4320320997","funder_display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo"},{"id":"https://openalex.org/G29316538","display_name":null,"funder_award_id":"(code 001)","funder_id":"https://openalex.org/F4320321091","funder_display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior"},{"id":"https://openalex.org/G295657101","display_name":null,"funder_award_id":"2019/","funder_id":"https://openalex.org/F4320320997","funder_display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo"},{"id":"https://openalex.org/G3766193116","display_name":null,"funder_award_id":"406494/2018-5","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G3914732244","display_name":null,"funder_award_id":"2018-5","funder_id":"https://openalex.org/F4320321091","funder_display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior"},{"id":"https://openalex.org/G3944613042","display_name":null,"funder_award_id":"2019/26222-6","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G4831745883","display_name":null,"funder_award_id":"2019/26222-6","funder_id":"https://openalex.org/F4320320997","funder_display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo"}],"funders":[{"id":"https://openalex.org/F4320320997","display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo","ror":"https://ror.org/02ddkpn78"},{"id":"https://openalex.org/F4320321091","display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior","ror":"https://ror.org/00x0ma614"},{"id":"https://openalex.org/F4320322025","display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","ror":"https://ror.org/03swz6y49"},{"id":"https://openalex.org/F4320322980","display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de Minas Gerais","ror":"https://ror.org/00nc55f03"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4382982643.pdf"},"referenced_works_count":67,"referenced_works":["https://openalex.org/W1964217023","https://openalex.org/W1978617972","https://openalex.org/W1981433032","https://openalex.org/W2004646423","https://openalex.org/W2006513124","https://openalex.org/W2007221747","https://openalex.org/W2008685682","https://openalex.org/W2011500029","https://openalex.org/W2057330951","https://openalex.org/W2075361594","https://openalex.org/W2132791018","https://openalex.org/W2261059368","https://openalex.org/W2273147317","https://openalex.org/W2295598076","https://openalex.org/W2344328155","https://openalex.org/W2609620018","https://openalex.org/W2736022141","https://openalex.org/W2753172039","https://openalex.org/W2782794599","https://openalex.org/W2783742473","https://openalex.org/W2790566932","https://openalex.org/W2885354990","https://openalex.org/W2897285410","https://openalex.org/W2911964244","https://openalex.org/W2946413603","https://openalex.org/W2947358790","https://openalex.org/W2952474255","https://openalex.org/W2983376237","https://openalex.org/W2985175000","https://openalex.org/W2989983865","https://openalex.org/W2991481170","https://openalex.org/W2993707919","https://openalex.org/W2993931676","https://openalex.org/W2994992990","https://openalex.org/W2995788753","https://openalex.org/W3001198293","https://openalex.org/W3007627489","https://openalex.org/W3018158283","https://openalex.org/W3033014604","https://openalex.org/W3033363369","https://openalex.org/W3045270154","https://openalex.org/W3080319602","https://openalex.org/W3083507880","https://openalex.org/W3087408166","https://openalex.org/W3087865311","https://openalex.org/W3119014707","https://openalex.org/W3134068221","https://openalex.org/W3160966991","https://openalex.org/W3165692101","https://openalex.org/W3198126857","https://openalex.org/W4200477693","https://openalex.org/W4210699701","https://openalex.org/W4214866625","https://openalex.org/W4289860909","https://openalex.org/W4297537210","https://openalex.org/W4321459972","https://openalex.org/W4322629800","https://openalex.org/W4399578545","https://openalex.org/W6636950212","https://openalex.org/W6749181838","https://openalex.org/W6769764061","https://openalex.org/W6778416065","https://openalex.org/W6783503583","https://openalex.org/W6788760092","https://openalex.org/W6795848648","https://openalex.org/W6843529064","https://openalex.org/W7046205380"],"related_works":["https://openalex.org/W3207046288","https://openalex.org/W3023446922","https://openalex.org/W4324030030","https://openalex.org/W4392566681","https://openalex.org/W4386690025","https://openalex.org/W4322710485","https://openalex.org/W4402664569","https://openalex.org/W4315777889","https://openalex.org/W4404789265","https://openalex.org/W3201348321"],"abstract_inverted_index":{"Agricultural":[0],"intensification":[1,111],"practices":[2],"have":[3,58],"been":[4],"adopted":[5],"in":[6,12,136,141,147,222],"the":[7,13,18,33,87,121,129,133,142,148,172,197,205,230],"Brazilian":[8],"savanna":[9],"(Cerrado),":[10],"mainly":[11],"transition":[14],"between":[15,165],"Cerrado":[16],"and":[17,51,80,92,103,128,167,195,212],"Amazon":[19],"Forest,":[20],"to":[21,32,108,215],"increase":[22],"productivity":[23],"while":[24,191],"reducing":[25],"pressure":[26],"for":[27,36,55,176,220],"new":[28],"land":[29],"clearing.":[30],"Due":[31],"growing":[34,145],"demand":[35],"more":[37,40],"sustainable":[38,231],"practices,":[39],"accurate":[41,217],"information":[42,219],"on":[43],"geospatial":[44,218],"monitoring":[45,223],"is":[46],"required.":[47],"Remote":[48],"sensing":[49],"products":[50],"artificial":[52],"intelligence":[53],"models":[54,157],"pixel-by-pixel":[56],"classification":[57],"great":[59,206],"potential.":[60],"Therefore,":[61],"we":[62],"developed":[63],"a":[64],"methodological":[65],"framework":[66],"with":[67,161,226],"spectral":[68],"indices":[69],"(Normalized":[70],"Difference":[71,76],"Vegetation":[72,82],"Index":[73,78,83],"(NDVI),":[74],"Normalized":[75],"Water":[77],"(NDWI),":[79],"Soil-Adjusted":[81],"(SAVI))":[84],"derived":[85],"from":[86,132],"Harmonized":[88],"Landsat":[89],"Sentinel-2":[90],"(HLS)":[91],"machine":[93,213],"learning":[94,214],"algorithms":[95],"(Random":[96],"Forest":[97],"(RF),":[98],"Artificial":[99],"Neural":[100],"Networks":[101],"(ANNs),":[102],"Extreme":[104],"Gradient":[105],"Boosting":[106],"(XGBoost))":[107],"map":[109],"agricultural":[110,224],"considering":[112],"three":[113],"hierarchical":[114,181],"levels,":[115],"i.e.,":[116],"temporary":[117],"crops":[118],"(level":[119,126,139],"1),":[120],"number":[122],"of":[123,150,208,233],"crop":[124,130,144],"cycles":[125],"2),":[127],"types":[131],"second":[134],"season":[135,146],"double-crop":[137],"systems":[138],"3)":[140],"2021\u20132022":[143],"municipality":[149],"Sorriso,":[151],"Mato":[152],"Grosso":[153],"State,":[154],"Brazil.":[155],"All":[156],"were":[158],"statistically":[159],"similar,":[160],"an":[162,227],"overall":[163],"accuracy":[164],"85":[166],"99%.":[168],"The":[169,183],"NDVI":[170],"was":[171,200],"most":[173],"suitable":[174],"index":[175],"discriminating":[177],"cultures":[178],"at":[179,188,192],"all":[180],"levels.":[182],"RF-NDVI":[184],"combination":[185],"mapped":[186],"best":[187,198],"level":[189],"1,":[190],"levels":[193],"2":[194],"3,":[196],"model":[199],"XGBoost-NDVI.":[201],"Our":[202],"results":[203],"indicate":[204],"potential":[207],"combining":[209],"HLS":[210],"data":[211],"provide":[216],"decision-makers":[221],"intensification,":[225],"aim":[228],"toward":[229],"development":[232],"agriculture.":[234]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":7}],"updated_date":"2026-08-03T07:22:36.454288","created_date":"2023-07-04T00:00:00"}