{"id":"https://openalex.org/W4388744264","doi":"https://doi.org/10.46223/hcmcoujs.tech.en.13.2.2944.2023","title":"Communicable disease surveillance through predictive analysis: A comparative analysis of prediction models","display_name":"Communicable disease surveillance through predictive analysis: A comparative analysis of prediction models","publication_year":2023,"publication_date":"2023-10-31","ids":{"openalex":"https://openalex.org/W4388744264","doi":"https://doi.org/10.46223/hcmcoujs.tech.en.13.2.2944.2023"},"language":"en","primary_location":{"id":"doi:10.46223/hcmcoujs.tech.en.13.2.2944.2023","doi":"https://doi.org/10.46223/hcmcoujs.tech.en.13.2.2944.2023","is_oa":true,"landing_page_url":"https://doi.org/10.46223/hcmcoujs.tech.en.13.2.2944.2023","pdf_url":"https://journalofscience.ou.edu.vn/index.php/tech-en/article/download/2944/1978","source":{"id":"https://openalex.org/S4210216669","display_name":"HO CHI MINH CITY OPEN UNIVERSITY JOURNAL OF SCIENCE - ENGINEERING AND TECHNOLOGY","issn_l":"2734-9330","issn":["2734-9330","2734-9608"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/I4210096063","host_organization_name":"Ho Chi Minh City Open University","host_organization_lineage":["https://openalex.org/I4210096063"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"HO CHI MINH CITY OPEN UNIVERSITY JOURNAL OF SCIENCE - ENGINEERING AND TECHNOLOGY","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://journalofscience.ou.edu.vn/index.php/tech-en/article/download/2944/1978","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049910921","display_name":"V. Go","orcid":"https://orcid.org/0009-0003-6226-7181","observed_orcids":["https://orcid.org/0009-0003-6226-7181"]},"institutions":[{"id":"https://openalex.org/I4405282481","display_name":"Marinduque State University","ror":"https://ror.org/05x5x2418","country_code":"PH","type":"education","lineage":["https://openalex.org/I4405282481"]}],"countries":["PH"],"is_corresponding":true,"raw_author_name":"Villi Dane Go","raw_affiliation_strings":["Marinduque State College"],"raw_orcid":"https://orcid.org/0009-0003-6226-7181","affiliations":[{"raw_affiliation_string":"Marinduque State College","institution_ids":["https://openalex.org/I4405282481"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5049910921"],"corresponding_institution_ids":["https://openalex.org/I4405282481"],"apc_list":null,"apc_paid":null,"fwci":0.7239,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.65740515,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":96},"biblio":{"volume":"13","issue":"2","first_page":"45","last_page":"54"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11819","display_name":"Data-Driven Disease Surveillance","score":0.9243000149726868,"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"}},"topics":[{"id":"https://openalex.org/T11819","display_name":"Data-Driven Disease Surveillance","score":0.9243000149726868,"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"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.07020000368356705,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10166","display_name":"Mosquito-borne diseases and control","score":0.0007999999797903001,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/infectious-disease-surveillance","display_name":"infectious disease surveillance","score":0.9789999723434448},{"id":"https://openalex.org/keywords/disease-occurrence-prediction","display_name":"disease occurrence prediction","score":0.7689999938011169},{"id":"https://openalex.org/keywords/marinduque","display_name":"Marinduque","score":0.7710000276565552},{"id":"https://openalex.org/keywords/hand-foot-and-mouth-disease","display_name":"hand, foot and mouth disease","score":0.8349999785423279},{"id":"https://openalex.org/keywords/dengue","display_name":"dengue","score":0.9990000128746033},{"id":"https://openalex.org/keywords/typhoid-fever","display_name":"typhoid fever","score":0.9860000014305115},{"id":"https://openalex.org/keywords/influenza","display_name":"influenza","score":0.996999979019165},{"id":"https://openalex.org/keywords/chikungunya","display_name":"chikungunya","score":0.9990000128746033},{"id":"https://openalex.org/keywords/rabies","display_name":"rabies","score":1.0},{"id":"https://openalex.org/keywords/measles","display_name":"measles","score":1.0},{"id":"https://openalex.org/keywords/meningitis","display_name":"meningitis","score":0.9950000047683716},{"id":"https://openalex.org/keywords/hepatitis","display_name":"hepatitis","score":0.9980000257492065},{"id":"https://openalex.org/keywords/bloody-diarrhea","display_name":"bloody diarrhea","score":0.8190000057220459},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.9419999718666077},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.7020000219345093},{"id":"https://openalex.org/keywords/k-nearest-neighbors","display_name":"k-nearest neighbors","score":0.9710000157356262},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"logistic regression","score":0.9290000200271606},{"id":"https://openalex.org/keywords/public-health-resource-allocation","display_name":"public health resource allocation","score":0.6370000243186951}],"concepts":[{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.7631732821464539},{"id":"https://openalex.org/C3018443061","wikidata":"https://www.wikidata.org/wiki/Q166231","display_name":"Communicable disease","level":3,"score":0.6927280426025391},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6347701549530029},{"id":"https://openalex.org/C2781273456","wikidata":"https://www.wikidata.org/wiki/Q243257","display_name":"Chikungunya","level":3,"score":0.5834235548973083},{"id":"https://openalex.org/C2776480101","wikidata":"https://www.wikidata.org/wiki/Q3555250","display_name":"Disease surveillance","level":3,"score":0.5824532508850098},{"id":"https://openalex.org/C533803919","wikidata":"https://www.wikidata.org/wiki/Q30953","display_name":"Dengue fever","level":2,"score":0.5315294861793518},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.5012567043304443},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.4927070438861847},{"id":"https://openalex.org/C2776438120","wikidata":"https://www.wikidata.org/wiki/Q79793","display_name":"Measles","level":3,"score":0.4823009967803955},{"id":"https://openalex.org/C2776361769","wikidata":"https://www.wikidata.org/wiki/Q821775","display_name":"Public health surveillance","level":3,"score":0.4810919463634491},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47200867533683777},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4612201154232025},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.43535497784614563},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.42720091342926025},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4018913507461548},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.392209529876709},{"id":"https://openalex.org/C159047783","wikidata":"https://www.wikidata.org/wiki/Q7215","display_name":"Virology","level":1,"score":0.1678115725517273},{"id":"https://openalex.org/C22070199","wikidata":"https://www.wikidata.org/wiki/Q192995","display_name":"Vaccination","level":2,"score":0.1489894688129425},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","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}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.46223/hcmcoujs.tech.en.13.2.2944.2023","doi":"https://doi.org/10.46223/hcmcoujs.tech.en.13.2.2944.2023","is_oa":true,"landing_page_url":"https://doi.org/10.46223/hcmcoujs.tech.en.13.2.2944.2023","pdf_url":"https://journalofscience.ou.edu.vn/index.php/tech-en/article/download/2944/1978","source":{"id":"https://openalex.org/S4210216669","display_name":"HO CHI MINH CITY OPEN UNIVERSITY JOURNAL OF SCIENCE - ENGINEERING AND TECHNOLOGY","issn_l":"2734-9330","issn":["2734-9330","2734-9608"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/I4210096063","host_organization_name":"Ho Chi Minh City Open University","host_organization_lineage":["https://openalex.org/I4210096063"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"HO CHI MINH CITY OPEN UNIVERSITY JOURNAL OF SCIENCE - ENGINEERING AND TECHNOLOGY","raw_type":"journal-article"},{"id":"doi:10.14293/pr2199.000329.v1","doi":"https://doi.org/10.14293/pr2199.000329.v1","is_oa":true,"landing_page_url":"https://doi.org/10.14293/pr2199.000329.v1","pdf_url":"https://www.scienceopen.com/document_file/0b6d7db2-a91f-4d6a-bb11-2f851642cfb7/ScienceOpenPreprint/Communicable%20Disease%20Surveillance%20through%20Predictive%20Analysis.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ScienceOpen","raw_type":"posted-content"},{"id":"pmh:oai:journalofscience.ou.edu.vn:article/2944","doi":null,"is_oa":true,"landing_page_url":"https://journalofscience.ou.edu.vn/index.php/tech-en/article/view/2944","pdf_url":null,"source":{"id":"https://openalex.org/S4210216669","display_name":"HO CHI MINH CITY OPEN UNIVERSITY JOURNAL OF SCIENCE - ENGINEERING AND TECHNOLOGY","issn_l":"2734-9330","issn":["2734-9330","2734-9608"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/I4210096063","host_organization_name":"Ho Chi Minh City Open University","host_organization_lineage":["https://openalex.org/I4210096063"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2734-9330","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:RePEc:bjw:techen:v:13:y:2023:i:2:p:45-54","doi":null,"is_oa":false,"landing_page_url":"https://journalofscience.ou.edu.vn/index.php/tech-en/article/view/2944/1978","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:568b1ed647fc40dea801c98d35d999e0","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/568b1ed647fc40dea801c98d35d999e0","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,"listed_in":[],"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":"Ho Chi Minh City Open University Journal of Science - Engineering and Technology, Vol 13, Iss 2, Pp 45-54 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.46223/hcmcoujs.tech.en.13.2.2944.2023","doi":"https://doi.org/10.46223/hcmcoujs.tech.en.13.2.2944.2023","is_oa":true,"landing_page_url":"https://doi.org/10.46223/hcmcoujs.tech.en.13.2.2944.2023","pdf_url":"https://journalofscience.ou.edu.vn/index.php/tech-en/article/download/2944/1978","source":{"id":"https://openalex.org/S4210216669","display_name":"HO CHI MINH CITY OPEN UNIVERSITY JOURNAL OF SCIENCE - ENGINEERING AND TECHNOLOGY","issn_l":"2734-9330","issn":["2734-9330","2734-9608"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/I4210096063","host_organization_name":"Ho Chi Minh City Open University","host_organization_lineage":["https://openalex.org/I4210096063"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"HO CHI MINH CITY OPEN UNIVERSITY JOURNAL OF SCIENCE - ENGINEERING AND TECHNOLOGY","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.9763000011444092}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388744264.pdf","grobid_xml":"https://content.openalex.org/works/W4388744264.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W2230508580","https://openalex.org/W2946399138","https://openalex.org/W2952301058","https://openalex.org/W2971404940","https://openalex.org/W2997697448","https://openalex.org/W2999103859","https://openalex.org/W3038398210","https://openalex.org/W3047027743","https://openalex.org/W3088943773","https://openalex.org/W3092723799","https://openalex.org/W3096946259","https://openalex.org/W3120244587","https://openalex.org/W3135866936","https://openalex.org/W3141307275","https://openalex.org/W3172548070","https://openalex.org/W3172921504","https://openalex.org/W3210165781"],"related_works":["https://openalex.org/W4403862780","https://openalex.org/W7216779133","https://openalex.org/W7220605839","https://openalex.org/W7220192870","https://openalex.org/W4391216507","https://openalex.org/W7116958948","https://openalex.org/W4399388136","https://openalex.org/W4379385624","https://openalex.org/W4398205167","https://openalex.org/W7117412400"],"abstract_inverted_index":{"Effective":[0],"prediction":[1,109],"and":[2,42,70,76,84,102,111],"surveillance":[3],"of":[4,26],"communicable":[5],"diseases":[6],"are":[7],"vital":[8],"for":[9,98],"public":[10,114],"health":[11,115],"management.":[12],"This":[13,105],"study":[14],"leveraged":[15],"machine":[16],"learning":[17,62],"algorithms":[18],"to":[19,50,113],"predict":[20],"disease":[21,100,108],"occurrences":[22],"in":[23],"the":[24,58,92],"Province":[25],"Marinduque,":[27],"focusing":[28],"on":[29],"Hand":[30],"Foot":[31],"Mouth":[32],"Disease,":[33],"Dengue,":[34],"Typhoid,":[35],"Influenza,":[36],"Chikungunya,":[37],"Rabies,":[38],"Measles,":[39],"Meningitis,":[40],"Hepatitis,":[41],"Acute":[43],"Bloody":[44],"Diarrhea":[45],"using":[46],"data":[47,79],"from":[48],"2015":[49],"2019.":[51],"The":[52],"monthly":[53],"morbidity":[54],"rate":[55],"served":[56],"as":[57,91],"criterion":[59],"variable.":[60],"Machine":[61],"models,":[63],"including":[64],"Random":[65,89],"Forest,":[66],"Logistic":[67],"Regression,":[68],"SVM,":[69],"k-Nearest":[71],"Neighbors,":[72],"were":[73],"employed.":[74],"Material":[75],"methods":[77],"encompassed":[78],"collection,":[80],"preprocessing,":[81],"feature":[82],"selection,":[83],"model":[85],"evaluation.":[86],"Results":[87],"revealed":[88],"Forest":[90],"most":[93],"accurate":[94],"algorithm,":[95],"with":[96],"implications":[97],"proactive":[99],"management":[101],"resource":[103],"allocation.":[104],"research":[106],"enhances":[107],"methodologies":[110],"contributes":[112],"surveillance.":[116]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2023-11-17T00:00:00"}
