{"id":"https://openalex.org/W7204667938","doi":"https://doi.org/10.2139/ssrn.7355712","title":"Integrating Mathematical Modelling and Artificial Neural Networks to Reveal the Transmission Dynamics of Marburg Virus Disease","display_name":"Integrating Mathematical Modelling and Artificial Neural Networks to Reveal the Transmission Dynamics of Marburg Virus Disease","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7204667938","doi":"https://doi.org/10.2139/ssrn.7355712"},"language":"en","primary_location":{"id":"doi:10.2139/ssrn.7355712","doi":"https://doi.org/10.2139/ssrn.7355712","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.7355712","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"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":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.2139/ssrn.7355712","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028324788","display_name":"Farouk Tijjani Saad","orcid":"https://orcid.org/0000-0002-1570-3038","observed_orcids":["https://orcid.org/0000-0002-1570-3038"]},"institutions":[{"id":"https://openalex.org/I4210099431","display_name":"Maitama Sule University Kano","ror":"https://ror.org/011wymc20","country_code":"NG","type":"education","lineage":["https://openalex.org/I4210099431"]}],"countries":["NG"],"is_corresponding":true,"raw_author_name":"Farouk Saad","raw_affiliation_strings":["Northwest University Kano, Kano, Nigeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwest University Kano, Kano, Nigeria","institution_ids":["https://openalex.org/I4210099431"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029615247","display_name":"Shehu Maitama","orcid":"https://orcid.org/0000-0002-8490-0588","observed_orcids":["https://orcid.org/0000-0002-8490-0588"]},"institutions":[{"id":"https://openalex.org/I4210099431","display_name":"Maitama Sule University Kano","ror":"https://ror.org/011wymc20","country_code":"NG","type":"education","lineage":["https://openalex.org/I4210099431"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"Shehu Maitama","raw_affiliation_strings":["Northwest University Kano, Kano, Nigeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwest University Kano, Kano, Nigeria","institution_ids":["https://openalex.org/I4210099431"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148602345","display_name":"Salim Kabara","orcid":"https://orcid.org/0000-0002-7188-673X","observed_orcids":["https://orcid.org/0000-0002-7188-673X"]},"institutions":[{"id":"https://openalex.org/I4210099431","display_name":"Maitama Sule University Kano","ror":"https://ror.org/011wymc20","country_code":"NG","type":"education","lineage":["https://openalex.org/I4210099431"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"Salim Kabara","raw_affiliation_strings":["Northwest University Kano, Kano, Nigeria"],"raw_orcid":"https://orcid.org/0000-0002-7188-673X","affiliations":[{"raw_affiliation_string":"Northwest University Kano, Kano, Nigeria","institution_ids":["https://openalex.org/I4210099431"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011211798","display_name":"Ali Althobaiti","orcid":"https://orcid.org/0000-0001-6076-625X","observed_orcids":["https://orcid.org/0000-0001-6076-625X"]},"institutions":[{"id":"https://openalex.org/I179331831","display_name":"Taif University","ror":"https://ror.org/014g1a453","country_code":"SA","type":"education","lineage":["https://openalex.org/I179331831"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Ali Althobaiti","raw_affiliation_strings":["Taif University, Airport Rd, Al Huwaya, Ta'if, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Taif University, Airport Rd, Al Huwaya, Ta'if, Saudi Arabia","institution_ids":["https://openalex.org/I179331831"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025230412","display_name":"Idris Ahmed","orcid":"https://orcid.org/0000-0003-0901-1673","observed_orcids":["https://orcid.org/0000-0003-0901-1673"]},"institutions":[{"id":"https://openalex.org/I3129351386","display_name":"Sule Lamido University Kafin Hausa","ror":"https://ror.org/03rqtbt42","country_code":"NG","type":"education","lineage":["https://openalex.org/I3129351386"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"Idris Ahmed","raw_affiliation_strings":["Sule Lamido University, Nigeria"],"raw_orcid":"https://orcid.org/0000-0003-0901-1673","affiliations":[{"raw_affiliation_string":"Sule Lamido University, Nigeria","institution_ids":["https://openalex.org/I3129351386"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074577737","display_name":"Chanakarn Kiataramkul","orcid":"https://orcid.org/0000-0001-8794-5944","observed_orcids":["https://orcid.org/0000-0001-8794-5944"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chanakarn Kiataramkul","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5028324788"],"corresponding_institution_ids":["https://openalex.org/I4210099431"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"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/T10482","display_name":"Mathematical and Theoretical Epidemiology and Ecology Models","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2604","display_name":"Applied Mathematics"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10482","display_name":"Mathematical and Theoretical Epidemiology and Ecology Models","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2604","display_name":"Applied Mathematics"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11581","display_name":"Viral Infections and Outbreaks Research","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/2725","display_name":"Infectious Diseases"},"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/T10410","display_name":"COVID-19 epidemiological studies","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/2611","display_name":"Modeling and Simulation"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/marburg-virus-disease","display_name":"Marburg virus disease","score":0.9929999709129333},{"id":"https://openalex.org/keywords/compartmental-epidemic-model","display_name":"compartmental epidemic model","score":0.8450000286102295},{"id":"https://openalex.org/keywords/seir-model","display_name":"SEIR model","score":0.902999997138977},{"id":"https://openalex.org/keywords/asymptomatic-transmission","display_name":"asymptomatic transmission","score":0.6230000257492065},{"id":"https://openalex.org/keywords/basic-reproduction-number","display_name":"basic reproduction number","score":0.8399999737739563},{"id":"https://openalex.org/keywords/disease-free-equilibrium","display_name":"disease-free equilibrium","score":0.9229999780654907},{"id":"https://openalex.org/keywords/endemic-equilibrium","display_name":"endemic equilibrium","score":0.8209999799728394},{"id":"https://openalex.org/keywords/global-stability","display_name":"global stability","score":0.9169999957084656},{"id":"https://openalex.org/keywords/sensitivity-analysis","display_name":"sensitivity analysis","score":0.9779999852180481}],"concepts":[{"id":"https://openalex.org/C2910190370","wikidata":"https://www.wikidata.org/wiki/Q6755280","display_name":"Marburg virus","level":4,"score":0.805400013923645},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6383000016212463},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.49470001459121704},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44780001044273376},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.44200000166893005},{"id":"https://openalex.org/C204264503","wikidata":"https://www.wikidata.org/wiki/Q901464","display_name":"Basic reproduction number","level":3,"score":0.4359000027179718},{"id":"https://openalex.org/C159047783","wikidata":"https://www.wikidata.org/wiki/Q7215","display_name":"Virology","level":1,"score":0.4287000000476837},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.4262000024318695},{"id":"https://openalex.org/C2992243407","wikidata":"https://www.wikidata.org/wiki/Q525512","display_name":"Disease transmission","level":2,"score":0.3959999978542328},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3937000036239624},{"id":"https://openalex.org/C2989335485","wikidata":"https://www.wikidata.org/wiki/Q17130189","display_name":"Transmission rate","level":3,"score":0.37529999017715454},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.36660000681877136},{"id":"https://openalex.org/C1627819","wikidata":"https://www.wikidata.org/wiki/Q2572354","display_name":"Epidemic model","level":3,"score":0.35350000858306885},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.3391000032424927},{"id":"https://openalex.org/C2522874641","wikidata":"https://www.wikidata.org/wiki/Q808","display_name":"Virus","level":2,"score":0.2888999879360199},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.288100004196167},{"id":"https://openalex.org/C94766913","wikidata":"https://www.wikidata.org/wiki/Q1530271","display_name":"Equilibrium point","level":3,"score":0.28040000796318054},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.27129998803138733},{"id":"https://openalex.org/C2908941092","wikidata":"https://www.wikidata.org/wiki/Q1928978","display_name":"Virus diseases","level":3,"score":0.2709999978542328}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2139/ssrn.7355712","doi":"https://doi.org/10.2139/ssrn.7355712","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.7355712","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"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":"posted-content"}],"best_oa_location":{"id":"doi:10.2139/ssrn.7355712","doi":"https://doi.org/10.2139/ssrn.7355712","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.7355712","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"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":"posted-content"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.8048999905586243,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7215101392","https://openalex.org/W7203597853","https://openalex.org/W7221798633","https://openalex.org/W4403509438","https://openalex.org/W4385492253","https://openalex.org/W7202070231","https://openalex.org/W4398152495","https://openalex.org/W4416848136","https://openalex.org/W4406602445","https://openalex.org/W4392594766"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2026-08-30T00:00:00"}