{"id":"https://openalex.org/W4388636705","doi":"https://doi.org/10.21203/rs.3.rs-3590501/v1","title":"Malaria Notifications in Legal Amazon, Brazil (2003-2022): A Comprehensive Dataset for Research & Surveillance","display_name":"Malaria Notifications in Legal Amazon, Brazil (2003-2022): A Comprehensive Dataset for Research & Surveillance","publication_year":2023,"publication_date":"2023-11-13","ids":{"openalex":"https://openalex.org/W4388636705","doi":"https://doi.org/10.21203/rs.3.rs-3590501/v1"},"language":"en","primary_location":{"id":"doi:10.21203/rs.3.rs-3590501/v1","doi":"https://doi.org/10.21203/rs.3.rs-3590501/v1","is_oa":true,"landing_page_url":"http://dx.doi.org/10.21203/rs.3.rs-3590501/v1","pdf_url":"https://www.researchsquare.com/article/rs-3590501/latest.pdf","source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"Research Square","raw_type":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.researchsquare.com/article/rs-3590501/latest.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5042035756","display_name":"Kayo Henrique de Carvalho Monteiro","orcid":"https://orcid.org/0000-0002-7153-9906","observed_orcids":["https://orcid.org/0000-0002-7153-9906"]},"institutions":[{"id":"https://openalex.org/I71437568","display_name":"Universidade de Pernambuco","ror":"https://ror.org/00gtcbp88","country_code":"BR","type":"education","lineage":["https://openalex.org/I71437568"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Kayo Henrique de Carvalho Monteiro","raw_affiliation_strings":["Universidade de Pernambuco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade de Pernambuco","institution_ids":["https://openalex.org/I71437568"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088457412","display_name":"\u00c9lisson da Silva Rocha","orcid":"https://orcid.org/0000-0002-7742-2995","observed_orcids":["https://orcid.org/0000-0002-7742-2995"]},"institutions":[{"id":"https://openalex.org/I71437568","display_name":"Universidade de Pernambuco","ror":"https://ror.org/00gtcbp88","country_code":"BR","type":"education","lineage":["https://openalex.org/I71437568"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Elisson da Silva Rocha","raw_affiliation_strings":["Universidade de Pernambuco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade de Pernambuco","institution_ids":["https://openalex.org/I71437568"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053674573","display_name":"Sebasti\u00e3o Rog\u00e9rio da Silva Neto","orcid":"https://orcid.org/0000-0001-8109-697X","observed_orcids":["https://orcid.org/0000-0001-8109-697X"]},"institutions":[{"id":"https://openalex.org/I71437568","display_name":"Universidade de Pernambuco","ror":"https://ror.org/00gtcbp88","country_code":"BR","type":"education","lineage":["https://openalex.org/I71437568"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Sebasti\u00e3o Rogerio da Silva Neto","raw_affiliation_strings":["Universidade de Pernambuco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade de Pernambuco","institution_ids":["https://openalex.org/I71437568"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113045825","display_name":"Leonardo de Carvalho Maia","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I71437568","display_name":"Universidade de Pernambuco","ror":"https://ror.org/00gtcbp88","country_code":"BR","type":"education","lineage":["https://openalex.org/I71437568"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Leonardo de Carvalho Maia","raw_affiliation_strings":["Ministry of Health","Universidade de Pernambuco","Universidade de Pernambuco Elisson da Silva Rocha Universidade de Pernambuco","Universidade de Pernambuco Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ministry of Health","institution_ids":[]},{"raw_affiliation_string":"Universidade de Pernambuco","institution_ids":["https://openalex.org/I71437568"]},{"raw_affiliation_string":"Universidade de Pernambuco Elisson da Silva Rocha Universidade de Pernambuco","institution_ids":["https://openalex.org/I71437568"]},{"raw_affiliation_string":"Universidade de Pernambuco Research","institution_ids":["https://openalex.org/I71437568"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085114051","display_name":"Cassio Roberto Leonel Peterka","orcid":"https://orcid.org/0000-0003-2184-5531","observed_orcids":["https://orcid.org/0000-0003-2184-5531"]},"institutions":[{"id":"https://openalex.org/I71437568","display_name":"Universidade de Pernambuco","ror":"https://ror.org/00gtcbp88","country_code":"BR","type":"education","lineage":["https://openalex.org/I71437568"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"C\u00e1ssio Peterka","raw_affiliation_strings":["Departamento de Doen\u00e7as Transmiss\u00edveis","Ministry of Health","Universidade de Pernambuco","Universidade de Pernambuco Elisson da Silva Rocha Universidade de Pernambuco","Universidade de Pernambuco Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departamento de Doen\u00e7as Transmiss\u00edveis","institution_ids":[]},{"raw_affiliation_string":"Ministry of Health","institution_ids":[]},{"raw_affiliation_string":"Universidade de Pernambuco","institution_ids":["https://openalex.org/I71437568"]},{"raw_affiliation_string":"Universidade de Pernambuco Elisson da Silva Rocha Universidade de Pernambuco","institution_ids":["https://openalex.org/I71437568"]},{"raw_affiliation_string":"Universidade de Pernambuco Research","institution_ids":["https://openalex.org/I71437568"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027426387","display_name":"Raphael Augusto de Sousa Dourado","orcid":"https://orcid.org/0000-0001-6445-6590","observed_orcids":["https://orcid.org/0000-0001-6445-6590"]},"institutions":[{"id":"https://openalex.org/I71437568","display_name":"Universidade de Pernambuco","ror":"https://ror.org/00gtcbp88","country_code":"BR","type":"education","lineage":["https://openalex.org/I71437568"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Raphael Augusto Dourado","raw_affiliation_strings":["Universidade de Pernambuco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade de Pernambuco","institution_ids":["https://openalex.org/I71437568"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101878077","display_name":"Vanderson S. de O. L. Sampaio","orcid":"https://orcid.org/0000-0002-0509-4638","observed_orcids":["https://orcid.org/0000-0002-0509-4638"]},"institutions":[{"id":"https://openalex.org/I4405262497","display_name":"Instituto Todos pela Sa\u00fade","ror":"https://ror.org/03pbjs721","country_code":"BR","type":"nonprofit","lineage":["https://openalex.org/I4405262497"]},{"id":"https://openalex.org/I71437568","display_name":"Universidade de Pernambuco","ror":"https://ror.org/00gtcbp88","country_code":"BR","type":"education","lineage":["https://openalex.org/I71437568"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Vanderson Souza Sampaio","raw_affiliation_strings":["Instituto Todos pela Sa\u00fade","Ministry of Health","Universidade de Pernambuco","Universidade de Pernambuco Elisson da Silva Rocha Universidade de Pernambuco","Universidade de Pernambuco Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Todos pela Sa\u00fade","institution_ids":["https://openalex.org/I4405262497"]},{"raw_affiliation_string":"Ministry of Health","institution_ids":[]},{"raw_affiliation_string":"Universidade de Pernambuco","institution_ids":["https://openalex.org/I71437568"]},{"raw_affiliation_string":"Universidade de Pernambuco Elisson da Silva Rocha Universidade de Pernambuco","institution_ids":["https://openalex.org/I71437568"]},{"raw_affiliation_string":"Universidade de Pernambuco Research","institution_ids":["https://openalex.org/I71437568"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064643268","display_name":"Patr\u00edcia Takako Endo","orcid":"https://orcid.org/0000-0002-9163-5583","observed_orcids":["https://orcid.org/0000-0002-9163-5583"]},"institutions":[{"id":"https://openalex.org/I71437568","display_name":"Universidade de Pernambuco","ror":"https://ror.org/00gtcbp88","country_code":"BR","type":"education","lineage":["https://openalex.org/I71437568"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Patricia Takako Endo","raw_affiliation_strings":["Universidade de Pernambuco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade de Pernambuco","institution_ids":["https://openalex.org/I71437568"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5064643268"],"corresponding_institution_ids":["https://openalex.org/I71437568"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10091","display_name":"Malaria Research and Control","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10091","display_name":"Malaria Research and Control","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10166","display_name":"Mosquito-borne diseases and control","score":0.000699999975040555,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11819","display_name":"Data-Driven Disease Surveillance","score":0.0006000000284984708,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/malaria","display_name":"malaria","score":0.8149999976158142},{"id":"https://openalex.org/keywords/malaria-case-notification","display_name":"malaria case notification","score":0.6309999823570251},{"id":"https://openalex.org/keywords/brazilian-legal-amazon","display_name":"Legal Amazon","score":0.9229999780654907},{"id":"https://openalex.org/keywords/sivep-malaria","display_name":"SIVEP-Malaria","score":0.8849999904632568},{"id":"https://openalex.org/keywords/support-vector-regression","display_name":"support vector regression","score":0.8600000143051147},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.9990000128746033},{"id":"https://openalex.org/keywords/plasmodium-vivax","display_name":"Plasmodium vivax","score":0.8519999980926514},{"id":"https://openalex.org/keywords/plasmodium-falciparum","display_name":"Plasmodium falciparum","score":1.0},{"id":"https://openalex.org/keywords/malaria-surveillance","display_name":"malaria surveillance","score":0.8949999809265137},{"id":"https://openalex.org/keywords/malaria-elimination","display_name":"malaria elimination","score":0.7200000286102295},{"id":"https://openalex.org/keywords/data-preprocessing","display_name":"data preprocessing","score":0.5529999732971191}],"concepts":[{"id":"https://openalex.org/C2778048844","wikidata":"https://www.wikidata.org/wiki/Q12156","display_name":"Malaria","level":2,"score":0.8998371362686157},{"id":"https://openalex.org/C535291247","wikidata":"https://www.wikidata.org/wiki/Q177567","display_name":"Amazon rainforest","level":2,"score":0.6909467577934265},{"id":"https://openalex.org/C2779997623","wikidata":"https://www.wikidata.org/wiki/Q311376","display_name":"Plasmodium vivax","level":4,"score":0.6518376469612122},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.5801376700401306},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.4625517725944519},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.40327537059783936},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3873435854911804},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2971545457839966},{"id":"https://openalex.org/C2778371730","wikidata":"https://www.wikidata.org/wiki/Q311383","display_name":"Plasmodium falciparum","level":3,"score":0.25614163279533386},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.09873014688491821},{"id":"https://openalex.org/C203014093","wikidata":"https://www.wikidata.org/wiki/Q101929","display_name":"Immunology","level":1,"score":0.08266237378120422},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.21203/rs.3.rs-3590501/v1","doi":"https://doi.org/10.21203/rs.3.rs-3590501/v1","is_oa":true,"landing_page_url":"http://dx.doi.org/10.21203/rs.3.rs-3590501/v1","pdf_url":"https://www.researchsquare.com/article/rs-3590501/latest.pdf","source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"Research Square","raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.21203/rs.3.rs-3590501/v1","doi":"https://doi.org/10.21203/rs.3.rs-3590501/v1","is_oa":true,"landing_page_url":"http://dx.doi.org/10.21203/rs.3.rs-3590501/v1","pdf_url":"https://www.researchsquare.com/article/rs-3590501/latest.pdf","source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"Research Square","raw_type":"posted-content"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.9391000270843506}],"study_designs":[],"awards":[],"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/F4320323678","display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Ci\u00eancia e Tecnologia do Estado de Pernambuco","ror":"https://ror.org/02te5rf52"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388636705.pdf","grobid_xml":"https://content.openalex.org/works/W4388636705.grobid-xml"},"referenced_works_count":13,"referenced_works":["https://openalex.org/W1985991037","https://openalex.org/W2113224665","https://openalex.org/W2145780532","https://openalex.org/W2563955570","https://openalex.org/W2593363317","https://openalex.org/W2803931418","https://openalex.org/W2898922036","https://openalex.org/W2919537287","https://openalex.org/W2947406061","https://openalex.org/W2951567773","https://openalex.org/W2980399877","https://openalex.org/W3178295071","https://openalex.org/W6808357993"],"related_works":["https://openalex.org/W4411126577","https://openalex.org/W3031477125","https://openalex.org/W4289914683","https://openalex.org/W4316036031","https://openalex.org/W4387327589","https://openalex.org/W3168083576","https://openalex.org/W4392154292","https://openalex.org/W6963158841","https://openalex.org/W7154595129","https://openalex.org/W4281709445"],"abstract_inverted_index":{"Abstract":[0],"Background":[1],"Malaria":[2,52,157],"remains":[3],"a":[4,56,89,231,243],"significant":[5],"threat":[6],"to":[7,54,104,119,197,202,234,246],"global":[8,237],"health,":[9],"with":[10,42,169],"substantial":[11],"economic":[12],"and":[13,98,116,132,140,155,166,187,209],"public":[14,58,199],"health":[15,59],"implications.":[16],"In":[17,64],"2019,":[18],"over":[19],"247":[20],"million":[21,34],"cases":[22,43,72,122],"of":[23,39,77,222],"malaria":[24,71,121,133,167,190,247],"were":[25,180],"reported,":[26],"resulting":[27],"in":[28,45,61,73,83,123,164,214,249],"619,000":[29],"deaths.":[30],"More":[31],"than":[32],"42":[33],"Brazilians":[35],"are":[36,212],"at":[37],"risk":[38],"developing":[40,88],"malaria,":[41,218],"concentrated":[44],"the":[46,74,95,101,148,153,215,220,250],"Legal":[47,78,124,251],"Amazon":[48,125,252],"region":[49,76],"(WHO,":[50],"2020).":[51],"continues":[53],"be":[55],"major":[57],"issue":[60],"Brazil.":[62],"Methods":[63],"this":[65,236],"study,":[66],"we":[67,109],"focus":[68],"on":[69],"predicting":[70],"high-incidence":[75],"Amazon.":[79],"Our":[80,127,239],"investigation":[81],"contributes":[82],"two":[84,111],"main":[85],"ways:":[86],"by":[87,99],"comprehensive":[90],"data":[91,227],"preprocessing":[92],"methodology":[93],"for":[94,152,195],"SIVEP-MALARIA":[96],"dataset":[97,103],"providing":[100,173],"preprocessed":[102],"enhance":[105],"research":[106],"reproducibility.":[107],"Subsequently,":[108],"employ":[110],"machine":[112],"learning":[113],"models,":[114],"SVR":[115,149],"Random":[117,159],"Forest,":[118],"predict":[120],"states.":[126],"analysis":[128],"spans":[129],"different":[130],"states":[131,165],"categories,":[134],"assessing":[135],"model":[136,150],"performance":[137,163],"using":[138],"RMSE":[139],"MAE":[141],"metrics.":[142],"Results":[143],"The":[144],"results":[145],"indicate":[146],"that":[147],"outperformed":[151],"Vivax":[154],"Falciparum":[156],"datasets.":[158],"Forest":[160],"exhibited":[161],"superior":[162],"categories":[168],"limited":[170],"case":[171],"notifications,":[172],"accurate":[174],"predictions":[175],"even":[176],"when":[177],"no":[178],"notifications":[179],"available.":[181],"Conclusions":[182],"Evaluating":[183],"each":[184,189,203],"state":[185],"individually":[186],"considering":[188],"type":[191],"is":[192],"an":[193],"approach":[194],"policymakers":[196],"tailor":[198],"policies":[200],"according":[201],"state's":[204],"specific":[205],"needs.":[206],"Ongoing":[207],"actions":[208],"innovative":[210],"approaches":[211],"essential":[213],"fight":[216],"against":[217],"where":[219],"integration":[221],"predictive":[223],"tools":[224],"leveraging":[225],"epidemiological":[226],"stands":[228],"out":[229],"as":[230],"promising":[232],"strategy":[233],"overcome":[235],"challenge.":[238],"findings":[240],"point":[241],"towards":[242],"potential":[244],"path":[245],"elimination":[248],"region.":[253]},"counts_by_year":[],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2023-11-14T00:00:00"}