{"id":"https://openalex.org/W4407193563","doi":"https://doi.org/10.3390/informatics12010015","title":"Machine Learning and Deep Learning Models for Dengue Diagnosis Prediction: A Systematic Review","display_name":"Machine Learning and Deep Learning Models for Dengue Diagnosis Prediction: A Systematic Review","publication_year":2025,"publication_date":"2025-02-06","ids":{"openalex":"https://openalex.org/W4407193563","doi":"https://doi.org/10.3390/informatics12010015"},"language":"en","primary_location":{"id":"doi:10.3390/informatics12010015","is_oa":true,"landing_page_url":"https://doi.org/10.3390/informatics12010015","pdf_url":"https://www.mdpi.com/2227-9709/12/1/15/pdf?version=1738852400","source":{"id":"https://openalex.org/S2738238905","display_name":"Informatics","issn_l":"2227-9709","issn":["2227-9709"],"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":"Informatics","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2227-9709/12/1/15/pdf?version=1738852400","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5082478353","display_name":"Daniel Andrade-Gir\u00f3n","orcid":"https://orcid.org/0000-0002-9746-3583"},"institutions":[{"id":"https://openalex.org/I4210142694","display_name":"Universidad Nacional Jos\u00e9 Faustino S\u00e1nchez Carri\u00f3n","ror":"https://ror.org/040akr227","country_code":"PE","type":"education","lineage":["https://openalex.org/I4210142694"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Daniel Cristobal Andrade Gir\u00f3n","raw_affiliation_strings":["Department of Formal and Natural Sciences, Universidad Nacional Jos\u00e9 Faustino S\u00e1nchez Carri\u00f3n, Lima 15136, Peru"],"affiliations":[{"raw_affiliation_string":"Department of Formal and Natural Sciences, Universidad Nacional Jos\u00e9 Faustino S\u00e1nchez Carri\u00f3n, Lima 15136, Peru","institution_ids":["https://openalex.org/I4210142694"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088145305","display_name":"William Joel Mar\u00edn Rodriguez","orcid":"https://orcid.org/0000-0002-0861-9663"},"institutions":[{"id":"https://openalex.org/I4210142694","display_name":"Universidad Nacional Jos\u00e9 Faustino S\u00e1nchez Carri\u00f3n","ror":"https://ror.org/040akr227","country_code":"PE","type":"education","lineage":["https://openalex.org/I4210142694"]}],"countries":["PE"],"is_corresponding":true,"raw_author_name":"William Joel Mar\u00edn Rodriguez","raw_affiliation_strings":["Department of Engineering Systems, Computer and Electronics, Universidad Nacional Jos\u00e9 Faustino S\u00e1nchez Carri\u00f3n, Lima 15136, Peru"],"affiliations":[{"raw_affiliation_string":"Department of Engineering Systems, Computer and Electronics, Universidad Nacional Jos\u00e9 Faustino S\u00e1nchez Carri\u00f3n, Lima 15136, Peru","institution_ids":["https://openalex.org/I4210142694"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036104120","display_name":"Flor de Mar\u00eda Lioo-Jord\u00e1n","orcid":"https://orcid.org/0000-0003-0425-0990"},"institutions":[{"id":"https://openalex.org/I4210142694","display_name":"Universidad Nacional Jos\u00e9 Faustino S\u00e1nchez Carri\u00f3n","ror":"https://ror.org/040akr227","country_code":"PE","type":"education","lineage":["https://openalex.org/I4210142694"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Flor de Mar\u00eda Lioo-Jordan","raw_affiliation_strings":["Department of Administration and Management, Universidad Nacional Jos\u00e9 Faustino S\u00e1nchez Carri\u00f3n, Lima 15136, Peru"],"affiliations":[{"raw_affiliation_string":"Department of Administration and Management, Universidad Nacional Jos\u00e9 Faustino S\u00e1nchez Carri\u00f3n, Lima 15136, Peru","institution_ids":["https://openalex.org/I4210142694"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101552912","display_name":"Jos\u00e9 S\u00e1nchez","orcid":"https://orcid.org/0000-0003-4674-6150"},"institutions":[{"id":"https://openalex.org/I4210142694","display_name":"Universidad Nacional Jos\u00e9 Faustino S\u00e1nchez Carri\u00f3n","ror":"https://ror.org/040akr227","country_code":"PE","type":"education","lineage":["https://openalex.org/I4210142694"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Jose Luis Ausejo S\u00e1nchez","raw_affiliation_strings":["Department of Administration and Management, Universidad Nacional Jos\u00e9 Faustino S\u00e1nchez Carri\u00f3n, Lima 15136, Peru"],"affiliations":[{"raw_affiliation_string":"Department of Administration and Management, Universidad Nacional Jos\u00e9 Faustino S\u00e1nchez Carri\u00f3n, Lima 15136, Peru","institution_ids":["https://openalex.org/I4210142694"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5088145305"],"corresponding_institution_ids":["https://openalex.org/I4210142694"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":13.0564,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.98670217,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"12","issue":"1","first_page":"15","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10166","display_name":"Mosquito-borne diseases and control","score":0.9994000196456909,"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/T10166","display_name":"Mosquito-borne diseases and control","score":0.9994000196456909,"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/T14053","display_name":"Dengue and Mosquito Control Research","score":0.983299970626831,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/dengue-fever","display_name":"Dengue fever","score":0.7473732829093933},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6536200046539307},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6314413547515869},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5120649933815002},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5064171552658081},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.24745497107505798},{"id":"https://openalex.org/keywords/virology","display_name":"Virology","score":0.20516863465309143}],"concepts":[{"id":"https://openalex.org/C533803919","wikidata":"https://www.wikidata.org/wiki/Q30953","display_name":"Dengue fever","level":2,"score":0.7473732829093933},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6536200046539307},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6314413547515869},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5120649933815002},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5064171552658081},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.24745497107505798},{"id":"https://openalex.org/C159047783","wikidata":"https://www.wikidata.org/wiki/Q7215","display_name":"Virology","level":1,"score":0.20516863465309143}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/informatics12010015","is_oa":true,"landing_page_url":"https://doi.org/10.3390/informatics12010015","pdf_url":"https://www.mdpi.com/2227-9709/12/1/15/pdf?version=1738852400","source":{"id":"https://openalex.org/S2738238905","display_name":"Informatics","issn_l":"2227-9709","issn":["2227-9709"],"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":"Informatics","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:1b06fa34265d4b1a96fc9b034085eee7","is_oa":true,"landing_page_url":"https://doaj.org/article/1b06fa34265d4b1a96fc9b034085eee7","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":"Informatics, Vol 12, Iss 1, p 15 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/informatics12010015","is_oa":true,"landing_page_url":"https://doi.org/10.3390/informatics12010015","pdf_url":"https://www.mdpi.com/2227-9709/12/1/15/pdf?version=1738852400","source":{"id":"https://openalex.org/S2738238905","display_name":"Informatics","issn_l":"2227-9709","issn":["2227-9709"],"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":"Informatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4407193563.pdf"},"referenced_works_count":73,"referenced_works":["https://openalex.org/W854922782","https://openalex.org/W1972567251","https://openalex.org/W1976415533","https://openalex.org/W2399847652","https://openalex.org/W2507434646","https://openalex.org/W2658807752","https://openalex.org/W2766013390","https://openalex.org/W2801110080","https://openalex.org/W2898941184","https://openalex.org/W2900160582","https://openalex.org/W2913650410","https://openalex.org/W2914590008","https://openalex.org/W2970690326","https://openalex.org/W2976179866","https://openalex.org/W2978577943","https://openalex.org/W2983441169","https://openalex.org/W2994975426","https://openalex.org/W3003387127","https://openalex.org/W3011207195","https://openalex.org/W3034011639","https://openalex.org/W3034523875","https://openalex.org/W3051995256","https://openalex.org/W3055187757","https://openalex.org/W3081648737","https://openalex.org/W3101689426","https://openalex.org/W3113628481","https://openalex.org/W3120210958","https://openalex.org/W3120244587","https://openalex.org/W3129201695","https://openalex.org/W3131385077","https://openalex.org/W3137663578","https://openalex.org/W3165216722","https://openalex.org/W3194887542","https://openalex.org/W3195331389","https://openalex.org/W3200612848","https://openalex.org/W3201004614","https://openalex.org/W4205597341","https://openalex.org/W4206031026","https://openalex.org/W4210341208","https://openalex.org/W4220945150","https://openalex.org/W4221041273","https://openalex.org/W4251211582","https://openalex.org/W4280577509","https://openalex.org/W4282822959","https://openalex.org/W4283743588","https://openalex.org/W4286005475","https://openalex.org/W4289866084","https://openalex.org/W4298147082","https://openalex.org/W4298396086","https://openalex.org/W4307554016","https://openalex.org/W4309100894","https://openalex.org/W4313257283","https://openalex.org/W4321787039","https://openalex.org/W4322623935","https://openalex.org/W4324017455","https://openalex.org/W4324141948","https://openalex.org/W4366828609","https://openalex.org/W4379958718","https://openalex.org/W4385240097","https://openalex.org/W4387110606","https://openalex.org/W4387407624","https://openalex.org/W4387472360","https://openalex.org/W4388776035","https://openalex.org/W4389616681","https://openalex.org/W4389780522","https://openalex.org/W4390272770","https://openalex.org/W4391378236","https://openalex.org/W4393003054","https://openalex.org/W4393241147","https://openalex.org/W4393357135","https://openalex.org/W4393998949","https://openalex.org/W4394062393","https://openalex.org/W6839098071"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W2961085424","https://openalex.org/W3215138031","https://openalex.org/W4306674287","https://openalex.org/W3009238340","https://openalex.org/W4360585206","https://openalex.org/W4321369474","https://openalex.org/W4285208911","https://openalex.org/W4387369504","https://openalex.org/W3046775127"],"abstract_inverted_index":{"The":[0,153,179,197],"global":[1],"crisis":[2],"triggered":[3],"by":[4],"the":[5,63,117,121,131,143,150,161,168,176,184,193,207,224,231,237],"dengue":[6],"outbreak":[7],"has":[8,25],"increased":[9],"mortality":[10],"and":[11,35,61,89,138,215,243],"placed":[12],"significant":[13,221],"pressure":[14],"on":[15],"healthcare":[16],"services":[17],"worldwide.":[18],"In":[19],"response":[20],"to":[21,39,59,94,239,247],"this":[22,70,254],"crisis,":[23],"there":[24],"been":[26],"a":[27,49,53,101,108,201],"notable":[28],"increase":[29],"in":[30,42,68,149,157,173,190,230,241,251],"research":[31,151],"employing":[32],"machine":[33,64,136,164,227],"learning":[34,37,65,137,140,228],"deep":[36,139],"algorithms":[38],"anticipate":[40],"diagnosis":[41,233],"patients":[43],"with":[44],"suspected":[45],"dengue.":[46],"To":[47],"conduct":[48],"comprehensive":[50,125],"systematic":[51],"review,":[52,119],"detailed":[54],"analysis":[55,126],"was":[56,75,167,183],"carried":[57],"out":[58],"explore":[60],"examine":[62],"methodologies":[66,246],"applied":[67],"diagnosing":[69],"disease.":[71,255],"An":[72],"exhaustive":[73],"search":[74,99],"conducted":[76],"across":[77],"numerous":[78],"scientific":[79,112],"databases,":[80],"including":[81],"Scopus,":[82],"IEEE":[83],"Xplore,":[84],"PubMed,":[85],"ACM,":[86],"ScienceDirect,":[87],"Wiley,":[88],"Sage,":[90],"encompassing":[91],"studies":[92,113,129],"up":[93],"May":[95],"2024.":[96],"This":[97],"extensive":[98],"yielded":[100],"total":[102],"of":[103,127,133,145,159,175,192,203,226,234,253],"2723":[104],"relevant":[105],"articles.":[106,196],"Following":[107],"rigorous":[109],"evaluation,":[110],"32":[111,194],"were":[114],"selected":[115],"for":[116],"final":[118],"meeting":[120],"established":[122],"criteria.":[123],"A":[124],"these":[128,245],"revealed":[130],"implementation":[132],"48":[134],"distinct":[135],"algorithms,":[141],"showcasing":[142],"heterogeneity":[144],"methodological":[146],"approaches":[147],"employed":[148],"domain.":[152],"results":[154],"indicated":[155],"that,":[156],"terms":[158],"performance,":[160],"support":[162],"vector":[163],"(SVM)":[165],"algorithm":[166,182,199],"most":[169,186],"efficient,":[170],"being":[171],"reported":[172],"25%":[174],"analyzed":[177],"studies.":[178],"Random":[180],"Forest":[181],"second":[185],"frequently":[187],"used,":[188],"appearing":[189],"15.62%":[191],"reviewed":[195],"PCA-SVM":[198],"(poly-5),":[200],"variant":[202],"SVM,":[204],"emerged":[205],"as":[206],"best-performing":[208],"model,":[209],"achieving":[210],"99.52%":[211],"accuracy,":[212],"99.75%":[213],"sensitivity,":[214],"99.09%":[216],"specificity.":[217],"These":[218],"findings":[219],"offer":[220],"insights":[222],"into":[223],"potential":[225],"techniques":[229],"early":[232],"dengue,":[235],"underscoring":[236],"necessity":[238],"persist":[240],"exploring":[242],"refining":[244],"enhance":[248],"clinical":[249],"care":[250],"cases":[252]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4}],"updated_date":"2026-03-31T07:56:22.981413","created_date":"2025-10-10T00:00:00"}