{"id":"https://openalex.org/W7123347327","doi":"https://doi.org/10.56238/bocav25n74-020","title":"PROT\u00d3TIPO DE UM SISTEMA DE RECOMENDA\u00c7\u00c3O DE DADOS AGR\u00cdCOLAS BASEADO EM UMA PLATAFORMA DE DADOS ESCAL\u00c1VEL","display_name":"PROT\u00d3TIPO DE UM SISTEMA DE RECOMENDA\u00c7\u00c3O DE DADOS AGR\u00cdCOLAS BASEADO EM UMA PLATAFORMA DE DADOS ESCAL\u00c1VEL","publication_year":2026,"publication_date":"2026-01-12","ids":{"openalex":"https://openalex.org/W7123347327","doi":"https://doi.org/10.56238/bocav25n74-020"},"language":"pt","primary_location":{"id":"doi:10.56238/bocav25n74-020","doi":"https://doi.org/10.56238/bocav25n74-020","is_oa":true,"landing_page_url":"https://doi.org/10.56238/bocav25n74-020","pdf_url":"https://revistaboletimconjuntura.com.br/boca/article/download/8098/1660","source":{"id":"https://openalex.org/S5407055055","display_name":"Boletim de Conjuntura (BOCA)","issn_l":"2675-1488","issn":["2675-1488"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Boletim de Conjuntura (BOCA)","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://revistaboletimconjuntura.com.br/boca/article/download/8098/1660","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5122892222","display_name":"Rafael Ignaulin","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rafael Ignaulin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036901741","display_name":"Sandro Silva de Oliveira","orcid":"https://orcid.org/0000-0002-9638-5149","observed_orcids":["https://orcid.org/0000-0002-9638-5149"]},"institutions":[{"id":"https://openalex.org/I3019843814","display_name":"Community University of Chapec\u00f3 Region - Unochapec\u00f3","ror":"https://ror.org/00crnyv53","country_code":"BR","type":"education","lineage":["https://openalex.org/I3019843814"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Sandro Silva De Oliveira","raw_affiliation_strings":["Doutor em Tecnologia e Gest\u00e3o da Inova\u00e7\u00e3o Institui\u00e7\u00e3o : Universidade Comunit\u00e1ria da Regi\u00e3o de Chapec\u00f3 (UNOCHAPEC\u00d3","Universidade Comunit\u00e1ria da Regi\u00e3o de Chapec\u00f3 (UNOCHAPEC\u00d3"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Doutor em Tecnologia e Gest\u00e3o da Inova\u00e7\u00e3o Institui\u00e7\u00e3o : Universidade Comunit\u00e1ria da Regi\u00e3o de Chapec\u00f3 (UNOCHAPEC\u00d3","institution_ids":["https://openalex.org/I3019843814"]},{"raw_affiliation_string":"Universidade Comunit\u00e1ria da Regi\u00e3o de Chapec\u00f3 (UNOCHAPEC\u00d3","institution_ids":["https://openalex.org/I3019843814"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068513726","display_name":"Cristiano Reschke Laj\u00fas","orcid":"https://orcid.org/0000-0003-3847-9793","observed_orcids":["https://orcid.org/0000-0003-3847-9793","https://orcid.org/0000-0002-8339-6527"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cristiano Reschke Laj\u00fas","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074978639","display_name":"Ariel Gustavo Zuquello","orcid":"https://orcid.org/0000-0003-1611-2130","observed_orcids":["https://orcid.org/0000-0003-1611-2130"]},"institutions":[{"id":"https://openalex.org/I3019843814","display_name":"Community University of Chapec\u00f3 Region - Unochapec\u00f3","ror":"https://ror.org/00crnyv53","country_code":"BR","type":"education","lineage":["https://openalex.org/I3019843814"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Ariel Gustavo Zuquello","raw_affiliation_strings":["Doutor em Ci\u00eancia e Engenharia dos Materiais Institui\u00e7\u00e3o : Universidade Comunit\u00e1ria da Regi\u00e3o de Chapec\u00f3 (UNOCHAPEC\u00d3","Universidade Comunit\u00e1ria da Regi\u00e3o de Chapec\u00f3"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Doutor em Ci\u00eancia e Engenharia dos Materiais Institui\u00e7\u00e3o : Universidade Comunit\u00e1ria da Regi\u00e3o de Chapec\u00f3 (UNOCHAPEC\u00d3","institution_ids":["https://openalex.org/I3019843814"]},{"raw_affiliation_string":"Universidade Comunit\u00e1ria da Regi\u00e3o de Chapec\u00f3","institution_ids":["https://openalex.org/I3019843814"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116803136","display_name":"\u00c9ttore Guilherme Poletto Diel","orcid":"https://orcid.org/0009-0001-7107-7537","observed_orcids":["https://orcid.org/0009-0001-7107-7537"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"\u00c9ttore Guilherme Poletto Diel","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039500753","display_name":"F\u00e1bio Jos\u00e9 Busnello","orcid":"https://orcid.org/0000-0002-6849-0080","observed_orcids":["https://orcid.org/0000-0002-6849-0080"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"F\u00e1bio Jos\u00e9 Busnello","raw_affiliation_strings":["Doutor em Agronomia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Doutor em Agronomia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061319700","display_name":"Magdalena Reschke Laj\u00fas Travi","orcid":"https://orcid.org/0009-0001-6662-7303","observed_orcids":["https://orcid.org/0009-0001-6662-7303"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Magdalena Reschke Laj\u00fas Travi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5116803137","display_name":"Maur\u00edcio Bedin","orcid":"https://orcid.org/0009-0009-6094-9457","observed_orcids":["https://orcid.org/0009-0009-6094-9457"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mauricio Bedin","raw_affiliation_strings":["Graduado em Engenharia Mec\u00e2nica Institui\u00e7\u00e3o : Unidade Central de Educa\u00e7\u00e3o Faem Faculdade (UCEFF)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduado em Engenharia Mec\u00e2nica Institui\u00e7\u00e3o : Unidade Central de Educa\u00e7\u00e3o Faem Faculdade (UCEFF)","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"25","issue":"74","first_page":"e8098","last_page":"e8098"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.4584999978542328,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.4584999978542328,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.3747999966144562,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14280","display_name":"Big Data Technologies and Applications","score":0.03240000084042549,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cloud-computing","display_name":"cloud computing","score":0.6940000057220459},{"id":"https://openalex.org/keywords/big-data-processing","display_name":"big data processing","score":0.8659999966621399},{"id":"https://openalex.org/keywords/apache-spark","display_name":"Apache Spark","score":0.9520000219345093},{"id":"https://openalex.org/keywords/apache-airflow","display_name":"Apache Airflow","score":0.9990000128746033},{"id":"https://openalex.org/keywords/data-pipeline-orchestration","display_name":"data pipeline orchestration","score":0.7390000224113464},{"id":"https://openalex.org/keywords/aws","display_name":"AWS","score":0.621999979019165},{"id":"https://openalex.org/keywords/meteorological-observations","display_name":"meteorological observations","score":0.8790000081062317},{"id":"https://openalex.org/keywords/inmet","display_name":"INMET","score":0.6700000166893005},{"id":"https://openalex.org/keywords/agricultural-productivity","display_name":"agricultural productivity","score":0.5680000185966492},{"id":"https://openalex.org/keywords/maize-hybrids","display_name":"maize hybrids","score":0.8930000066757202},{"id":"https://openalex.org/keywords/temperature-sum","display_name":"temperature sum","score":0.7879999876022339},{"id":"https://openalex.org/keywords/rainfall","display_name":"rainfall","score":0.8320000171661377},{"id":"https://openalex.org/keywords/interactive-dashboard","display_name":"interactive dashboard","score":0.8069999814033508}],"concepts":[{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.4262000024318695},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.35659998655319214},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.34950000047683716},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1746000051498413},{"id":"https://openalex.org/C2986587452","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical analysis","level":2,"score":0.16840000450611115},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.15800000727176666},{"id":"https://openalex.org/C42058472","wikidata":"https://www.wikidata.org/wiki/Q810214","display_name":"Base (topology)","level":2,"score":0.15160000324249268},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.14630000293254852},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.1453000009059906},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.14409999549388885}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.56238/bocav25n74-020","doi":"https://doi.org/10.56238/bocav25n74-020","is_oa":true,"landing_page_url":"https://doi.org/10.56238/bocav25n74-020","pdf_url":"https://revistaboletimconjuntura.com.br/boca/article/download/8098/1660","source":{"id":"https://openalex.org/S5407055055","display_name":"Boletim de Conjuntura (BOCA)","issn_l":"2675-1488","issn":["2675-1488"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Boletim de Conjuntura (BOCA)","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.56238/bocav25n74-020","doi":"https://doi.org/10.56238/bocav25n74-020","is_oa":true,"landing_page_url":"https://doi.org/10.56238/bocav25n74-020","pdf_url":"https://revistaboletimconjuntura.com.br/boca/article/download/8098/1660","source":{"id":"https://openalex.org/S5407055055","display_name":"Boletim de Conjuntura (BOCA)","issn_l":"2675-1488","issn":["2675-1488"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Boletim de Conjuntura (BOCA)","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Zero hunger","score":0.958299994468689,"id":"https://metadata.un.org/sdg/2"},{"display_name":"Industry, innovation and infrastructure","score":0.7207000255584717,"id":"https://metadata.un.org/sdg/9"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7123347327.pdf","grobid_xml":"https://content.openalex.org/works/W7123347327.grobid-xml"},"referenced_works_count":11,"referenced_works":["https://openalex.org/W2053886937","https://openalex.org/W2108021811","https://openalex.org/W2164902154","https://openalex.org/W2475266777","https://openalex.org/W2530314904","https://openalex.org/W2542459869","https://openalex.org/W2761140038","https://openalex.org/W2913259953","https://openalex.org/W2955285339","https://openalex.org/W2958383738","https://openalex.org/W3167963175"],"related_works":["https://openalex.org/W3169219674","https://openalex.org/W3092741121","https://openalex.org/W3028079432","https://openalex.org/W2734005014","https://openalex.org/W7002131197","https://openalex.org/W3025348025","https://openalex.org/W4414606477","https://openalex.org/W2783835112","https://openalex.org/W2748980560","https://openalex.org/W7051629280"],"abstract_inverted_index":{"Este":[0],"projeto":[1],"visa":[2],"desenvolver":[3],"uma":[4,41,172],"plataforma":[5,42,170],"de":[6,20,22,31,36,76,81,89,114,132,135,181,184],"dados":[7,37,82,93,156],"robusta":[8],"para":[9,178,189],"an\u00e1lises":[10,119],"explorat\u00f3rias":[11],"na":[12,130],"\u00e1rea":[13],"t\u00e9cnica":[14],"da":[15,48,97,124,128],"agronomia.":[16],"Foram":[17,117],"utilizados":[18],"conceitos":[19],"arquitetura":[21],"aplica\u00e7\u00f5es":[23],"e":[24,44,54,65,71,92,99,127,140,150,158,176,195],"computa\u00e7\u00e3o":[25],"em":[26,40],"nuvem":[27],"voltados":[28],"ao":[29],"processamento":[30,70,107],"big":[32],"data.":[33],"Diferentes":[34],"tipos":[35],"foram":[38],"centralizados":[39],"escal\u00e1vel":[43,175],"segura,":[45],"utilizando":[46],"servi\u00e7os":[47],"AWS,":[49],"reconhecidos":[50],"por":[51,138],"sua":[52],"confiabilidade":[53],"alta":[55],"disponibilidade.":[56],"A":[57,102],"solu\u00e7\u00e3o":[58],"incorporou":[59],"ferramentas":[60],"open-source":[61],"como":[62],"Apache":[63,66],"Spark":[64],"Airflow,":[67],"respons\u00e1veis":[68],"pelo":[69],"orquestra\u00e7\u00e3o":[72],"distribu\u00edda":[73],"dos":[74],"pipelines":[75],"dados.":[77],"As":[78],"principais":[79],"fontes":[80],"inclu\u00edram":[83],"informa\u00e7\u00f5es":[84,165],"meteorol\u00f3gicas":[85],"do":[86,95],"Instituto":[87],"Nacional":[88],"Meteorologia":[90],"(INMET)":[91],"agr\u00edcolas":[94],"Minist\u00e9rio":[96],"Agricultura":[98],"Pecu\u00e1ria":[100],"(MAPA).":[101],"estrutura":[103],"proposta":[104],"permitiu":[105],"o":[106,179],"detalhado":[108],"dessas":[109],"informa\u00e7\u00f5es,":[110],"possibilitando":[111],"a":[112,122,169],"gera\u00e7\u00e3o":[113],"insights":[115],"relevantes.":[116],"realizadas":[118],"que":[120,153,168],"investigaram":[121],"influ\u00eancia":[123],"soma":[125],"t\u00e9rmica":[126],"pluviometria":[129],"produtividade":[131],"diferentes":[133],"h\u00edbridos":[134],"milho,":[136],"segmentadas":[137],"localiza\u00e7\u00e3o":[139],"per\u00edodo.":[141],"Como":[142],"produto":[143],"final,":[144],"foi":[145],"desenvolvido":[146],"um":[147],"dashboard":[148],"interativo":[149],"intuitivo,":[151],"permitindo":[152],"agr\u00f4nomos":[154],"visualizem":[155],"hist\u00f3ricos":[157],"realizem":[159],"proje\u00e7\u00f5es":[160],"futuras":[161],"com":[162,186],"base":[163,173],"nas":[164],"processadas.":[166],"Conclui-se":[167],"oferece":[171],"resiliente,":[174],"eficiente":[177],"tratamento":[180],"grandes":[182],"volumes":[183],"dados,":[185],"grande":[187],"potencial":[188],"apoiar":[190],"decis\u00f5es":[191],"t\u00e9cnicas":[192],"mais":[193],"precisas":[194],"fundamentadas":[196],"no":[197],"setor":[198],"agr\u00edcola.":[199]},"counts_by_year":[],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2026-01-14T00:00:00"}
