{"id":"https://openalex.org/W4380684581","doi":"https://doi.org/10.3390/rs15123102","title":"Identifying Urban and Socio-Environmental Patterns of Brazilian Amazonian Cities by Remote Sensing and Machine Learning","display_name":"Identifying Urban and Socio-Environmental Patterns of Brazilian Amazonian Cities by Remote Sensing and Machine Learning","publication_year":2023,"publication_date":"2023-06-14","ids":{"openalex":"https://openalex.org/W4380684581","doi":"https://doi.org/10.3390/rs15123102"},"language":"en","primary_location":{"id":"doi:10.3390/rs15123102","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15123102","pdf_url":"https://www.mdpi.com/2072-4292/15/12/3102/pdf?version=1686721920","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/2072-4292/15/12/3102/pdf?version=1686721920","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032740254","display_name":"Bruno Dias dos Santos","orcid":"https://orcid.org/0000-0002-6748-2038"},"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"]},{"id":"https://openalex.org/I98251732","display_name":"McMaster University","ror":"https://ror.org/02fa3aq29","country_code":"CA","type":"education","lineage":["https://openalex.org/I98251732"]}],"countries":["BR","CA"],"is_corresponding":true,"raw_author_name":"Bruno Dias dos Santos","raw_affiliation_strings":["Earth Observation and Geoinformatics Division, National Institute for Space Research (INPE), S\u00e3o Jos\u00e9 dos Campos 12227-010, Brazil","School of Earth, Environment & Society, McMaster University, Hamilton, ON L8S 4K1, Canada"],"affiliations":[{"raw_affiliation_string":"Earth Observation and Geoinformatics Division, National Institute for Space Research (INPE), S\u00e3o Jos\u00e9 dos Campos 12227-010, Brazil","institution_ids":["https://openalex.org/I80849659"]},{"raw_affiliation_string":"School of Earth, Environment & Society, McMaster University, Hamilton, ON L8S 4K1, Canada","institution_ids":["https://openalex.org/I98251732"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005354636","display_name":"Carolina Moutinho Duque de Pinho","orcid":"https://orcid.org/0000-0002-7054-4463"},"institutions":[{"id":"https://openalex.org/I71715416","display_name":"Universidade Federal do ABC","ror":"https://ror.org/028kg9j04","country_code":"BR","type":"education","lineage":["https://openalex.org/I71715416"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Carolina Moutinho Duque de Pinho","raw_affiliation_strings":["Center for Engineering, Modeling and Applied Social Sciences (CECS), Federal University of ABC (UFABC), Santo Andr\u00e9 09210-580, Brazil"],"affiliations":[{"raw_affiliation_string":"Center for Engineering, Modeling and Applied Social Sciences (CECS), Federal University of ABC (UFABC), Santo Andr\u00e9 09210-580, Brazil","institution_ids":["https://openalex.org/I71715416"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070361086","display_name":"Antonio P\u00e1ez","orcid":"https://orcid.org/0000-0001-6912-9919"},"institutions":[{"id":"https://openalex.org/I98251732","display_name":"McMaster University","ror":"https://ror.org/02fa3aq29","country_code":"CA","type":"education","lineage":["https://openalex.org/I98251732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Antonio P\u00e1ez","raw_affiliation_strings":["School of Earth, Environment & Society, McMaster University, Hamilton, ON L8S 4K1, Canada"],"affiliations":[{"raw_affiliation_string":"School of Earth, Environment & Society, McMaster University, Hamilton, ON L8S 4K1, Canada","institution_ids":["https://openalex.org/I98251732"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021574092","display_name":"Silvana Amaral","orcid":"https://orcid.org/0000-0003-4314-7291"},"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":"Silvana Amaral","raw_affiliation_strings":["Earth Observation and Geoinformatics Division, National Institute for Space Research (INPE), S\u00e3o Jos\u00e9 dos Campos 12227-010, Brazil"],"affiliations":[{"raw_affiliation_string":"Earth Observation and Geoinformatics Division, National Institute for Space Research (INPE), S\u00e3o Jos\u00e9 dos Campos 12227-010, Brazil","institution_ids":["https://openalex.org/I80849659"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5032740254"],"corresponding_institution_ids":["https://openalex.org/I80849659","https://openalex.org/I98251732"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":0.3151,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.56850608,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"15","issue":"12","first_page":"3102","last_page":"3102"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9994000196456909,"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/T12325","display_name":"Urban Design and Spatial Analysis","score":0.9811999797821045,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9696000218391418,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/amazonian","display_name":"Amazonian","score":0.7275046110153198},{"id":"https://openalex.org/keywords/amazon-rainforest","display_name":"Amazon rainforest","score":0.702063262462616},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.5480039119720459},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5251350402832031},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.44297510385513306},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.43346288800239563},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.40043380856513977},{"id":"https://openalex.org/keywords/environmental-planning","display_name":"Environmental planning","score":0.32225286960601807},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.15013623237609863}],"concepts":[{"id":"https://openalex.org/C2780001261","wikidata":"https://www.wikidata.org/wiki/Q391376","display_name":"Amazonian","level":3,"score":0.7275046110153198},{"id":"https://openalex.org/C535291247","wikidata":"https://www.wikidata.org/wiki/Q177567","display_name":"Amazon rainforest","level":2,"score":0.702063262462616},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.5480039119720459},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5251350402832031},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44297510385513306},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.43346288800239563},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.40043380856513977},{"id":"https://openalex.org/C91375879","wikidata":"https://www.wikidata.org/wiki/Q15473274","display_name":"Environmental planning","level":1,"score":0.32225286960601807},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.15013623237609863},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","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":4,"locations":[{"id":"doi:10.3390/rs15123102","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15123102","pdf_url":"https://www.mdpi.com/2072-4292/15/12/3102/pdf?version=1686721920","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:bc4c8be11b284d8d977c5f320abe9fc2","is_oa":true,"landing_page_url":"https://doaj.org/article/bc4c8be11b284d8d977c5f320abe9fc2","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 12, p 3102 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/15/12/3102/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs15123102","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; Volume 15; Issue 12; Pages: 3102","raw_type":"Text"},{"id":"pmh:oai:urlib.net:sid.inpe.br/mtc-m21d/2023/07.18.11.37.11-0","is_oa":false,"landing_page_url":"http://urlib.net/sid.inpe.br/mtc-m21d/2023/07.18.11.37","pdf_url":null,"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"}],"best_oa_location":{"id":"doi:10.3390/rs15123102","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15123102","pdf_url":"https://www.mdpi.com/2072-4292/15/12/3102/pdf?version=1686721920","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":0.800000011920929,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[{"id":"https://openalex.org/G1225096374","display_name":null,"funder_award_id":"Finance Code 00","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/G1429890386","display_name":null,"funder_award_id":"(CNPq","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G3331681876","display_name":null,"funder_award_id":"CAPES","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G3883789297","display_name":null,"funder_award_id":"Code 00","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/G3938906640","display_name":null,"funder_award_id":"(CAPES)","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/G5079005330","display_name":null,"funder_award_id":"support","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G5139334624","display_name":null,"funder_award_id":"Coordena\u00e7\u00e3o","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/G5507434512","display_name":null,"funder_award_id":"001","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G5511893307","display_name":null,"funder_award_id":"(CAPES)-Finance 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/G5696276328","display_name":null,"funder_award_id":"Finance","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/G5859020988","display_name":null,"funder_award_id":"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/G6515092298","display_name":null,"funder_award_id":"Finance 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/G67190724","display_name":"Neighbourhood change, diversity, and inequality in global cities:  trends and policy options for Canada's large metropolitan areas","funder_award_id":"13135","funder_id":"https://openalex.org/F4320334617","funder_display_name":"Social Sciences and Humanities Research Council of Canada"},{"id":"https://openalex.org/G6962267167","display_name":null,"funder_award_id":"131352/2021-0","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G8230731358","display_name":"Multiculturalism and social capital in Canada","funder_award_id":"31352","funder_id":"https://openalex.org/F4320334617","funder_display_name":"Social Sciences and Humanities Research Council of Canada"},{"id":"https://openalex.org/G864811111","display_name":null,"funder_award_id":"2/2021","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/G8837013128","display_name":null,"funder_award_id":"Code 0","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/G963174003","display_name":null,"funder_award_id":"de Aperfei\u00e7","funder_id":"https://openalex.org/F4320321091","funder_display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior"}],"funders":[{"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/F4320325254","display_name":"Global Affairs Canada","ror":"https://ror.org/0427vvt16"},{"id":"https://openalex.org/F4320334617","display_name":"Social Sciences and Humanities Research Council of Canada","ror":"https://ror.org/04j5jqy92"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4380684581.pdf"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W646742349","https://openalex.org/W1260276410","https://openalex.org/W1551773114","https://openalex.org/W1601495635","https://openalex.org/W1660234969","https://openalex.org/W1679999788","https://openalex.org/W1822828960","https://openalex.org/W1841306700","https://openalex.org/W1842298372","https://openalex.org/W1937040887","https://openalex.org/W1979973762","https://openalex.org/W1987335915","https://openalex.org/W1987396606","https://openalex.org/W1991145689","https://openalex.org/W2004744873","https://openalex.org/W2044465660","https://openalex.org/W2050703163","https://openalex.org/W2063422984","https://openalex.org/W2064843184","https://openalex.org/W2101234009","https://openalex.org/W2129697188","https://openalex.org/W2149230623","https://openalex.org/W2158703410","https://openalex.org/W2235900058","https://openalex.org/W2404611670","https://openalex.org/W2418543604","https://openalex.org/W2794578813","https://openalex.org/W2902315588","https://openalex.org/W2903242921","https://openalex.org/W2913434643","https://openalex.org/W2938815439","https://openalex.org/W3008250477","https://openalex.org/W3027580755","https://openalex.org/W3043036258","https://openalex.org/W3048290715","https://openalex.org/W3049224311","https://openalex.org/W3147790911","https://openalex.org/W3173618521","https://openalex.org/W3194916500","https://openalex.org/W3198355450","https://openalex.org/W3216999574","https://openalex.org/W4200030435","https://openalex.org/W4210361561","https://openalex.org/W4210543793","https://openalex.org/W4248614128","https://openalex.org/W4294300618","https://openalex.org/W4390101501","https://openalex.org/W4390593150","https://openalex.org/W6636029859","https://openalex.org/W6674691398","https://openalex.org/W6675354045","https://openalex.org/W6807769062","https://openalex.org/W7006261969"],"related_works":["https://openalex.org/W3040353703","https://openalex.org/W1922056306","https://openalex.org/W3000645061","https://openalex.org/W570097415","https://openalex.org/W2312997368","https://openalex.org/W2750426021","https://openalex.org/W1567229838","https://openalex.org/W2462208422","https://openalex.org/W2276032634","https://openalex.org/W2269164984"],"abstract_inverted_index":{"Identifying":[0],"urban":[1,113,157,163,168],"patterns":[2,46,144,158,164,169],"in":[3,6,47,61,68,146,159,165],"the":[4,7,14,20,28,32,62,109,124,177,199],"cities":[5,63],"Brazilian":[8,70],"Amazon":[9],"can":[10],"help":[11],"to":[12,22,40,123,139,154,210],"understand":[13],"impact":[15],"of":[16,31,36,44,55,64,74,135],"human":[17],"actions":[18],"on":[19,88],"environment,":[21],"protect":[23],"local":[24],"cultures,":[25],"and":[26,57,66,92,115,127,141,161,173,185,193,202,207],"secure":[27],"cultural":[29],"heritage":[30],"region.":[33],"The":[34,72,167,181],"objective":[35],"this":[37,75],"study":[38,76],"is":[39,152],"produce":[41,52],"a":[42,53,83,105,136],"classification":[43],"intra-urban":[45],"Amazonian":[48,125],"cities.":[49],"Concretely,":[50],"we":[51,81,97,119,129],"set":[54],"Urban":[56],"Socio-Environmental":[58],"Patterns":[59],"(USEPs)":[60],"Santar\u00e9m":[65,160],"Camet\u00e1":[67,140],"Par\u00e1,":[69],"Amazon.":[71],"contributions":[73,209],"are":[77,170,174],"as":[78],"follows:":[79],"(1)":[80],"use":[82],"reproducible":[84,184],"research":[85,187],"framework":[86],"based":[87],"remote":[89],"sensing":[90],"data":[91,100,196,200,212],"machine":[93],"learning":[94],"techniques;":[95],"(2)":[96],"integrate":[98],"spatial":[99,211],"from":[101],"various":[102],"sources":[103],"into":[104,111],"cellular":[106],"grid,":[107],"separating":[108],"variables":[110,121,132],"environmental,":[112],"morphological,":[114],"socioeconomic":[116],"dimensions;":[117],"(3)":[118],"generate":[120],"specific":[122],"context;":[126],"(4)":[128],"validate":[130],"these":[131],"by":[133],"means":[134],"field":[137],"visit":[138],"comparison":[142],"with":[143,176],"described":[145],"other":[147],"works.":[148],"Machine":[149],"learning-based":[150],"clustering":[151],"useful":[153],"identify":[155],"seven":[156],"eight":[162],"Camet\u00e1.":[166],"semantically":[171],"explainable":[172],"consistent":[175],"existing":[178],"scientific":[179],"literature.":[180],"paper":[182],"provides":[183],"open":[186,191],"that":[188],"uses":[189],"only":[190],"software":[192],"publicly":[194],"available":[195,204],"sources,":[197],"making":[198],"product":[201],"code":[203],"for":[205],"modification":[206],"further":[208],"science":[213],"analysis.":[214]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-19T08:26:33.389920","created_date":"2025-10-10T00:00:00"}