{"id":"https://openalex.org/W4293733752","doi":"https://doi.org/10.15294/sji.v9i1.33007","title":"A Combination of Forward Chaining and Certainty Factor Methods for Early Detection of Fever : Dengue Hemorrhagic Fever, Malaria and Typhoid","display_name":"A Combination of Forward Chaining and Certainty Factor Methods for Early Detection of Fever : Dengue Hemorrhagic Fever, Malaria and Typhoid","publication_year":2022,"publication_date":"2022-05-31","ids":{"openalex":"https://openalex.org/W4293733752","doi":"https://doi.org/10.15294/sji.v9i1.33007"},"language":"en","primary_location":{"id":"doi:10.15294/sji.v9i1.33007","doi":"https://doi.org/10.15294/sji.v9i1.33007","is_oa":true,"landing_page_url":"https://doi.org/10.15294/sji.v9i1.33007","pdf_url":"https://journal.unnes.ac.id/nju/index.php/sji/article/download/33007/pdf","source":{"id":"https://openalex.org/S4210171202","display_name":"Scientific Journal of Informatics","issn_l":"2407-7658","issn":["2407-7658","2460-0040"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310315212","host_organization_name":"Jurusan Ilmu Komputer Universitas Negeri Semarang","host_organization_lineage":["https://openalex.org/P4310315212"],"host_organization_lineage_names":["Jurusan Ilmu Komputer Universitas Negeri Semarang"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Journal of Informatics","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://journal.unnes.ac.id/nju/index.php/sji/article/download/33007/pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080750664","display_name":"Zilvanhisna Emka Fitri","orcid":"https://orcid.org/0000-0002-5156-3677","observed_orcids":["https://orcid.org/0000-0002-5156-3677"]},"institutions":[{"id":"https://openalex.org/I4399657962","display_name":"Politeknik Negeri Jember","ror":"https://ror.org/02k6qnd34","country_code":"ID","type":"education","lineage":["https://openalex.org/I4399657962"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Zilvanhisna Emka Fitri","raw_affiliation_strings":["Politeknik Negeri Jember"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politeknik Negeri Jember","institution_ids":["https://openalex.org/I4399657962"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065206602","display_name":"Elsa Manora Ramadania","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4399657962","display_name":"Politeknik Negeri Jember","ror":"https://ror.org/02k6qnd34","country_code":"ID","type":"education","lineage":["https://openalex.org/I4399657962"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Elsa Manora Ramadania","raw_affiliation_strings":["Politeknik Negeri Jember"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politeknik Negeri Jember","institution_ids":["https://openalex.org/I4399657962"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045947589","display_name":"Nugroho Setyo Wibowo","orcid":"https://orcid.org/0000-0003-1936-5045","observed_orcids":["https://orcid.org/0000-0003-1936-5045"]},"institutions":[{"id":"https://openalex.org/I4399657962","display_name":"Politeknik Negeri Jember","ror":"https://ror.org/02k6qnd34","country_code":"ID","type":"education","lineage":["https://openalex.org/I4399657962"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Nugroho Setyo Wibowo","raw_affiliation_strings":["Politeknik Negeri Jember"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politeknik Negeri Jember","institution_ids":["https://openalex.org/I4399657962"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081081141","display_name":"I Putu Dody Lesmana","orcid":"https://orcid.org/0000-0001-9035-052X","observed_orcids":["https://orcid.org/0000-0001-9035-052X"]},"institutions":[{"id":"https://openalex.org/I4399657962","display_name":"Politeknik Negeri Jember","ror":"https://ror.org/02k6qnd34","country_code":"ID","type":"education","lineage":["https://openalex.org/I4399657962"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"I Putu Dody Lesmana","raw_affiliation_strings":["Politeknik Negeri Jember"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politeknik Negeri Jember","institution_ids":["https://openalex.org/I4399657962"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009634719","display_name":"Arizal Mujibtamala Nanda Imron","orcid":"https://orcid.org/0000-0002-1048-8607","observed_orcids":["https://orcid.org/0000-0002-1048-8607"]},"institutions":[{"id":"https://openalex.org/I3129486149","display_name":"Universitas Jember","ror":"https://ror.org/049f0ha78","country_code":"ID","type":"education","lineage":["https://openalex.org/I3129486149"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Arizal Mujibtamala Nanda Imron","raw_affiliation_strings":["Universitas Jember"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Jember","institution_ids":["https://openalex.org/I3129486149"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4647,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.58301856,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":97},"biblio":{"volume":"9","issue":"1","first_page":"23","last_page":"31"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13559","display_name":"Edcuational Technology Systems","score":0.9818999767303467,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13559","display_name":"Edcuational Technology Systems","score":0.9818999767303467,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.011800000444054604,"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/T11734","display_name":"Decision Support System Applications","score":0.005400000140070915,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/fever-detection","display_name":"fever detection","score":0.5170000195503235},{"id":"https://openalex.org/keywords/dengue-hemorrhagic-fever","display_name":"dengue hemorrhagic fever","score":0.9570000171661377},{"id":"https://openalex.org/keywords/malaria","display_name":"malaria","score":0.9860000014305115},{"id":"https://openalex.org/keywords/typhoid-fever","display_name":"typhoid fever","score":0.8659999966621399},{"id":"https://openalex.org/keywords/expert-systems","display_name":"expert systems","score":0.8140000104904175},{"id":"https://openalex.org/keywords/forward-chaining","display_name":"forward chaining","score":0.9940000176429749},{"id":"https://openalex.org/keywords/certainty-factor","display_name":"certainty factor","score":0.9940000176429749},{"id":"https://openalex.org/keywords/symptom-based-diagnosis","display_name":"symptom-based diagnosis","score":0.703000009059906},{"id":"https://openalex.org/keywords/arthropod-borne-diseases","display_name":"arthropod-borne diseases","score":0.8820000290870667},{"id":"https://openalex.org/keywords/rule-based-reasoning","display_name":"rule-based reasoning","score":0.5149999856948853}],"concepts":[{"id":"https://openalex.org/C533803919","wikidata":"https://www.wikidata.org/wiki/Q30953","display_name":"Dengue fever","level":2,"score":0.6941443681716919},{"id":"https://openalex.org/C520601542","wikidata":"https://www.wikidata.org/wiki/Q83319","display_name":"Typhoid fever","level":2,"score":0.6439651250839233},{"id":"https://openalex.org/C142614401","wikidata":"https://www.wikidata.org/wiki/Q777433","display_name":"Forward chaining","level":3,"score":0.6432719230651855},{"id":"https://openalex.org/C2778048844","wikidata":"https://www.wikidata.org/wiki/Q12156","display_name":"Malaria","level":2,"score":0.5693146586418152},{"id":"https://openalex.org/C7493553","wikidata":"https://www.wikidata.org/wiki/Q1520777","display_name":"Certainty","level":2,"score":0.47794249653816223},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47595879435539246},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4490896761417389},{"id":"https://openalex.org/C2779131611","wikidata":"https://www.wikidata.org/wiki/Q154874","display_name":"Yellow fever","level":3,"score":0.43746745586395264},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4314934313297272},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.4018315374851227},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37688693404197693},{"id":"https://openalex.org/C203014093","wikidata":"https://www.wikidata.org/wiki/Q101929","display_name":"Immunology","level":1,"score":0.16942265629768372},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13057905435562134},{"id":"https://openalex.org/C159047783","wikidata":"https://www.wikidata.org/wiki/Q7215","display_name":"Virology","level":1,"score":0.11947527527809143},{"id":"https://openalex.org/C2522874641","wikidata":"https://www.wikidata.org/wiki/Q808","display_name":"Virus","level":2,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.15294/sji.v9i1.33007","doi":"https://doi.org/10.15294/sji.v9i1.33007","is_oa":true,"landing_page_url":"https://doi.org/10.15294/sji.v9i1.33007","pdf_url":"https://journal.unnes.ac.id/nju/index.php/sji/article/download/33007/pdf","source":{"id":"https://openalex.org/S4210171202","display_name":"Scientific Journal of Informatics","issn_l":"2407-7658","issn":["2407-7658","2460-0040"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310315212","host_organization_name":"Jurusan Ilmu Komputer Universitas Negeri Semarang","host_organization_lineage":["https://openalex.org/P4310315212"],"host_organization_lineage_names":["Jurusan Ilmu Komputer Universitas Negeri Semarang"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Journal of Informatics","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.15294/sji.v9i1.33007","doi":"https://doi.org/10.15294/sji.v9i1.33007","is_oa":true,"landing_page_url":"https://doi.org/10.15294/sji.v9i1.33007","pdf_url":"https://journal.unnes.ac.id/nju/index.php/sji/article/download/33007/pdf","source":{"id":"https://openalex.org/S4210171202","display_name":"Scientific Journal of Informatics","issn_l":"2407-7658","issn":["2407-7658","2460-0040"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310315212","host_organization_name":"Jurusan Ilmu Komputer Universitas Negeri Semarang","host_organization_lineage":["https://openalex.org/P4310315212"],"host_organization_lineage_names":["Jurusan Ilmu Komputer Universitas Negeri Semarang"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Journal of Informatics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.8560000061988831}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4293733752.pdf","grobid_xml":"https://content.openalex.org/works/W4293733752.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W2782790599","https://openalex.org/W2789256035","https://openalex.org/W2793937624","https://openalex.org/W2907219467","https://openalex.org/W2908218274","https://openalex.org/W2936019464","https://openalex.org/W2954850396","https://openalex.org/W2987837963","https://openalex.org/W2996230942","https://openalex.org/W3002916267","https://openalex.org/W3042029265","https://openalex.org/W3045224261","https://openalex.org/W3112361975","https://openalex.org/W3129475566","https://openalex.org/W3149612417","https://openalex.org/W3152789875","https://openalex.org/W4211075675"],"related_works":["https://openalex.org/W3129475566","https://openalex.org/W7216881492","https://openalex.org/W7220768494","https://openalex.org/W2965337453","https://openalex.org/W2907219467","https://openalex.org/W4283793650","https://openalex.org/W7217889437","https://openalex.org/W2588887174","https://openalex.org/W2783669746","https://openalex.org/W4285324573"],"abstract_inverted_index":{"Abstract.":[0],"Purpose:":[1],"Dengue":[2],"Hemorrhagic":[3],"and":[4,17,23,50,56,81,127,151,160,185,204,224],"Malaria":[5],"fevers":[6],"are":[7,140],"the":[8,27,29,52,60,65,86,130,144,158,182,186,191,199,228,236,239,242],"most":[9],"common":[10],"arthropod-borne":[11],"diseases":[12],"caused":[13],"by":[14,59,235],"mosquito":[15],"bites":[16],"they":[18],"also":[19],"have":[20],"similar":[21],"signs":[22],"symptoms.":[24],"Based":[25,170],"on":[26,157,171],"problems,":[28],"researcher":[30],"makes":[31,238],"an":[32,72],"expert":[33,73,133,213,237],"system":[34,45,74,192],"that":[35,95,178,190,231],"aims":[36],"to":[37,48,84,101,107,116,128,212,220,227],"help":[38,49],"people":[39],"early":[40],"detect":[41,85],"fever":[42],"diseases.":[43],"This":[44,69],"is":[46,92,114,195],"expected":[47],"support":[51],"infectious":[53],"disease":[54,145],"prevention":[55],"control":[57],"program":[58],"Ministry":[61],"of":[62,64,67,78,88,120,132,143,147,201,241],"Health":[63],"Republic":[66],"Indonesia.Methods:":[68],"study":[70],"uses":[71],"with":[75,97,137,162,166],"a":[76,93,118,123],"combination":[77,200,240],"Forward":[79,90,202,218],"Chaining":[80,91,203,219],"Certainty":[82,205,229],"Factor":[83,112,230],"symptoms":[87,142],"fever.":[89],"technique":[94],"begins":[96],"gathering":[98],"information":[99],"related":[100],"known":[102],"facts,":[103],"then":[104],"combining":[105],"rules":[106,223],"produce":[108,245],"conclusions.":[109],"The":[110],"certainty":[111,121],"method":[113],"used":[115],"define":[117],"measure":[119],"against":[122],"fact":[124],"or":[125],"rule":[126],"describe":[129],"level":[131],"confidence":[134],"in":[135,215],"dealing":[136],"problems.":[138],"There":[139],"32":[141],"consisting":[146],"dengue":[148],"fever,":[149],"malaria":[150],"typhoid,":[152],"it":[153],"was":[154],"obtained":[155,175,194],"based":[156],"literature":[159],"interviews":[161],"internal":[163],"medicine":[164],"specialist":[165],"20":[167,172],"case":[168],"datasets.Result:":[169],"test":[173,183],"data,":[174],"one":[176],"data":[177],"does":[179],"not":[180],"match":[181],"results":[184],"desired":[187],"target":[188],"so":[189],"accuracy":[193,209],"95%.":[196],"In":[197],"addition,":[198],"factor":[206],"has":[207,232],"better":[208,246],"when":[210],"compared":[211],"systems":[214],"previous":[216],"studies.Novelty:":[217],"find":[221],"three":[222],"assigning":[225],"weights":[226],"been":[233],"set":[234],"two":[243],"methods":[244],"accuracy.":[247]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2}],"updated_date":"2026-11-13T13:42:25.865203","created_date":"2022-08-31T00:00:00"}
