{"id":"https://openalex.org/W4415618050","doi":"https://doi.org/10.1007/s44163-025-00571-8","title":"A foundational architecture for engineering an Afrocentric AI training and renewal platform","display_name":"A foundational architecture for engineering an Afrocentric AI training and renewal platform","publication_year":2025,"publication_date":"2025-10-28","ids":{"openalex":"https://openalex.org/W4415618050","doi":"https://doi.org/10.1007/s44163-025-00571-8"},"language":"en","primary_location":{"id":"doi:10.1007/s44163-025-00571-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00571-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44163-025-00571-8.pdf","source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s44163-025-00571-8.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119362345","display_name":"Eric Nsarkoh","orcid":null},"institutions":[{"id":"https://openalex.org/I4210112293","display_name":"African Institute for Mathematical Sciences Ghana","ror":"https://ror.org/0231kk931","country_code":"GH","type":"nonprofit","lineage":["https://openalex.org/I4210112293"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Eric Nsarkoh","raw_affiliation_strings":["Street Streams Ltd, Accra, Ghana"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Street Streams Ltd, Accra, Ghana","institution_ids":["https://openalex.org/I4210112293"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119362346","display_name":"Ama Branoa Banful","orcid":null},"institutions":[{"id":"https://openalex.org/I28046988","display_name":"Kwame Nkrumah University of Science and Technology","ror":"https://ror.org/00cb23x68","country_code":"GH","type":"education","lineage":["https://openalex.org/I28046988"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Ama Branoa Banful","raw_affiliation_strings":["Responsible Artificial Intelligence Lab - RAIL, KNUST, Kumasi, Ghana"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Responsible Artificial Intelligence Lab - RAIL, KNUST, Kumasi, Ghana","institution_ids":["https://openalex.org/I28046988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107834254","display_name":"J. Arthur","orcid":null},"institutions":[{"id":"https://openalex.org/I28046988","display_name":"Kwame Nkrumah University of Science and Technology","ror":"https://ror.org/00cb23x68","country_code":"GH","type":"education","lineage":["https://openalex.org/I28046988"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Juliet Arthur","raw_affiliation_strings":["Responsible Artificial Intelligence Lab - RAIL, KNUST, Kumasi, Ghana"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Responsible Artificial Intelligence Lab - RAIL, KNUST, Kumasi, Ghana","institution_ids":["https://openalex.org/I28046988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017886668","display_name":"Dennis Fosu","orcid":null},"institutions":[{"id":"https://openalex.org/I28046988","display_name":"Kwame Nkrumah University of Science and Technology","ror":"https://ror.org/00cb23x68","country_code":"GH","type":"education","lineage":["https://openalex.org/I28046988"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Dickson Marfo Fosu","raw_affiliation_strings":["Responsible Artificial Intelligence Lab - RAIL, KNUST, Kumasi, Ghana"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Responsible Artificial Intelligence Lab - RAIL, KNUST, Kumasi, Ghana","institution_ids":["https://openalex.org/I28046988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119362347","display_name":"Prince Dawson Tetteh","orcid":null},"institutions":[{"id":"https://openalex.org/I28046988","display_name":"Kwame Nkrumah University of Science and Technology","ror":"https://ror.org/00cb23x68","country_code":"GH","type":"education","lineage":["https://openalex.org/I28046988"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Prince Dawson Tetteh","raw_affiliation_strings":["Responsible Artificial Intelligence Lab - RAIL, KNUST, Kumasi, Ghana"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Responsible Artificial Intelligence Lab - RAIL, KNUST, Kumasi, Ghana","institution_ids":["https://openalex.org/I28046988"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077159920","display_name":"Jerry John Kponyo","orcid":"https://orcid.org/0000-0003-0584-6673"},"institutions":[{"id":"https://openalex.org/I28046988","display_name":"Kwame Nkrumah University of Science and Technology","ror":"https://ror.org/00cb23x68","country_code":"GH","type":"education","lineage":["https://openalex.org/I28046988"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Jerry John Kponyo","raw_affiliation_strings":["Responsible Artificial Intelligence Lab - RAIL, KNUST, Kumasi, Ghana"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Responsible Artificial Intelligence Lab - RAIL, KNUST, Kumasi, Ghana","institution_ids":["https://openalex.org/I28046988"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":990,"currency":"EUR","value_usd":1067},"apc_paid":{"value":990,"currency":"EUR","value_usd":1067},"fwci":6.3637,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.96342352,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"5","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12160","display_name":"African cultural and philosophical studies","score":0.0746999979019165,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12160","display_name":"African cultural and philosophical studies","score":0.0746999979019165,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13937","display_name":"Genetics, Bioinformatics, and Biomedical Research","score":0.06629999727010727,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T13194","display_name":"ICT in Developing Communities","score":0.024299999698996544,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/blueprint","display_name":"Blueprint","score":0.7443000078201294},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.5774000287055969},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.4494999945163727},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.44620001316070557},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.3582000136375427},{"id":"https://openalex.org/keywords/engineering-education","display_name":"Engineering education","score":0.34630000591278076}],"concepts":[{"id":"https://openalex.org/C155911762","wikidata":"https://www.wikidata.org/wiki/Q422321","display_name":"Blueprint","level":2,"score":0.7443000078201294},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.5774000287055969},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4796000123023987},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4553000032901764},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.4494999945163727},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.44620001316070557},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4108999967575073},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.37290000915527344},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.3582000136375427},{"id":"https://openalex.org/C5041995","wikidata":"https://www.wikidata.org/wiki/Q853745","display_name":"Engineering education","level":2,"score":0.34630000591278076},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33149999380111694},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.3278999924659729},{"id":"https://openalex.org/C53619493","wikidata":"https://www.wikidata.org/wiki/Q4787093","display_name":"Architecture framework","level":3,"score":0.31869998574256897},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.31380000710487366},{"id":"https://openalex.org/C75949130","wikidata":"https://www.wikidata.org/wiki/Q848010","display_name":"Database transaction","level":2,"score":0.2831000089645386},{"id":"https://openalex.org/C94070970","wikidata":"https://www.wikidata.org/wiki/Q638422","display_name":"Data architecture","level":5,"score":0.27570000290870667},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.2728999853134155}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44163-025-00571-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00571-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44163-025-00571-8.pdf","source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:f448ae7944724b1ab09ef83d9e65a5c8","is_oa":true,"landing_page_url":"https://doaj.org/article/f448ae7944724b1ab09ef83d9e65a5c8","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,"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":"Discover Artificial Intelligence, Vol 5, Iss 1, Pp 1-16 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44163-025-00571-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00571-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44163-025-00571-8.pdf","source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415618050.pdf","grobid_xml":"https://content.openalex.org/works/W4415618050.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W2129874640","https://openalex.org/W2387478916","https://openalex.org/W2739133112","https://openalex.org/W3111249508","https://openalex.org/W3119883296","https://openalex.org/W3185761793","https://openalex.org/W3212368439","https://openalex.org/W3215383465","https://openalex.org/W4205447426","https://openalex.org/W4226054639","https://openalex.org/W4308627565","https://openalex.org/W4311312947","https://openalex.org/W4385892141","https://openalex.org/W4387874151","https://openalex.org/W4391046630","https://openalex.org/W4391590838","https://openalex.org/W4391855109","https://openalex.org/W4392424348","https://openalex.org/W4399317953","https://openalex.org/W4399395476","https://openalex.org/W4399835865","https://openalex.org/W4400577615","https://openalex.org/W4401143399","https://openalex.org/W4401387006","https://openalex.org/W4402065715","https://openalex.org/W4402142374","https://openalex.org/W4403794026","https://openalex.org/W4404554320","https://openalex.org/W4407128721","https://openalex.org/W4410487210","https://openalex.org/W4411055525","https://openalex.org/W4413462698"],"related_works":[],"abstract_inverted_index":{"The":[0,203],"paper":[1],"proposes":[2],"a":[3,99,148,187],"foundational":[4,131],"architectural":[5],"blueprint":[6],"for":[7,51,98,127,151,200],"developing":[8],"and":[9,47,69,86,88,108,125,129,144,163,180,184,196,220,237],"incorporating":[10],"Artificial":[11],"Intelligence":[12],"(AI)":[13],"models,":[14],"especially":[15],"Large":[16],"Language":[17],"Models":[18],"(LLMs),":[19],"in":[20,39,165],"the":[21,32,117,123,139,152,201,206,225,231,235],"socio-technical":[22],"environment":[23],"specific":[24],"to":[25,30,76,111,121,134,182,192,223],"Africa.":[26],"Although":[27],"AI\u2019s":[28],"potential":[29],"transform":[31],"continent":[33,236],"is":[34,94],"boundless,":[35],"serious":[36],"gaps":[37],"remain":[38],"systematically":[40],"engineering":[41,118,181,208],"datasets":[42,227],"from":[43,157,177],"varied,":[44],"frequently":[45],"informal,":[46],"fractured":[48],"African":[49],"sources":[50],"successful":[52],"AI":[53,57,142,172,198],"model":[54],"ingestion.":[55],"Traditional":[56],"methods":[58],"are":[59,67],"either":[60],"insufficient":[61],"or":[62],"biased,":[63],"as":[64],"they":[65],"often":[66,89],"developed":[68],"trained":[70],"on":[71,116,211,216],"Western-centric":[72],"data":[73,132,156,178],"that":[74,102],"fails":[75],"consider":[77],"Africa":[78],"with":[79,186,230],"its":[80],"unique":[81],"linguistic":[82],"diversity,":[83],"fragmented":[84],"information,":[85],"rich":[87],"oral":[90],"culture.":[91],"Thus,":[92],"there":[93],"an":[95,169],"urgent":[96],"need":[97],"design":[100],"philosophy":[101],"emphasises":[103],"local":[104],"relevance,":[105],"cultural":[106,221],"specifics,":[107],"direct":[109],"connection":[110],"regional":[112],"issues.":[113],"It":[114],"focuses":[115],"perspective":[119],"needed":[120],"provide":[122],"basis":[124],"approach":[126],"designing":[128],"implementing":[130],"architecture":[133],"fill":[135],"existing":[136],"gaps.":[137],"Similarly,":[138],"proposed":[140],"Afrocentric":[141],"Training":[143],"Renewal":[145],"Architecture":[146],"introduces":[147],"unified":[149],"framework":[150],"smooth":[153],"incorporation":[154],"of":[155,205],"academic":[158],"libraries,":[159],"transaction":[160],"management":[161],"systems,":[162],"activities":[164],"informal":[166],"processes":[167],"into":[168],"autonomous,":[170],"self-adapting":[171],"system.":[173],"This":[174],"architecture,":[175],"spanning":[176],"sourcing":[179],"training":[183],"deployment":[185],"closed":[188],"feedback":[189],"loop,":[190],"aims":[191],"produce":[193],"culturally":[194],"relevant":[195],"efficient":[197],"solutions":[199],"continent.":[202],"success":[204],"resulting":[207,226],"solution":[209],"rests":[210],"interdisciplinary":[212],"potentials,":[213],"which":[214],"focus":[215],"social":[217],"sciences,":[218],"economics,":[219],"studies":[222],"make":[224],"highly":[228],"aligned":[229],"socio-economic":[232],"realities":[233],"across":[234],"genuinely":[238],"fit-for-purpose.":[239]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-28T00:00:00"}