{"id":"https://openalex.org/W4388039845","doi":"https://doi.org/10.1109/africon55910.2023.10293557","title":"Artificial Intelligence-Based Chatbot Model Providing Expert Advice to Potato Farmers in Kenya","display_name":"Artificial Intelligence-Based Chatbot Model Providing Expert Advice to Potato Farmers in Kenya","publication_year":2023,"publication_date":"2023-09-20","ids":{"openalex":"https://openalex.org/W4388039845","doi":"https://doi.org/10.1109/africon55910.2023.10293557"},"language":"en","primary_location":{"id":"doi:10.1109/africon55910.2023.10293557","is_oa":false,"landing_page_url":"https://doi.org/10.1109/africon55910.2023.10293557","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE AFRICON","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047779872","display_name":"Meshack Kiplangat Korir","orcid":null},"institutions":[{"id":"https://openalex.org/I26805570","display_name":"Jomo Kenyatta University of Agriculture and Technology","ror":"https://ror.org/015h5sy57","country_code":"KE","type":"education","lineage":["https://openalex.org/I26805570"]}],"countries":["KE"],"is_corresponding":false,"raw_author_name":"Meshack Kiplangat Korir","raw_affiliation_strings":["Jomo Kenyatta University of Agriculture and Technology (JKUAT),Department of Computing,Nairobi,Kenya","Department of Computing, Jomo Kenyatta University of Agriculture and Technology (JKUAT), Nairobi, Kenya"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jomo Kenyatta University of Agriculture and Technology (JKUAT),Department of Computing,Nairobi,Kenya","institution_ids":["https://openalex.org/I26805570"]},{"raw_affiliation_string":"Department of Computing, Jomo Kenyatta University of Agriculture and Technology (JKUAT), Nairobi, Kenya","institution_ids":["https://openalex.org/I26805570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065332583","display_name":"Waweru Mwangi","orcid":"https://orcid.org/0000-0002-0278-0851"},"institutions":[{"id":"https://openalex.org/I26805570","display_name":"Jomo Kenyatta University of Agriculture and Technology","ror":"https://ror.org/015h5sy57","country_code":"KE","type":"education","lineage":["https://openalex.org/I26805570"]}],"countries":["KE"],"is_corresponding":false,"raw_author_name":"Waweru Mwangi","raw_affiliation_strings":["Jomo Kenyatta University of Agriculture and Technology (JKUAT),Department of Computing,Nairobi,Kenya","Department of Computing, Jomo Kenyatta University of Agriculture and Technology (JKUAT), Nairobi, Kenya"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jomo Kenyatta University of Agriculture and Technology (JKUAT),Department of Computing,Nairobi,Kenya","institution_ids":["https://openalex.org/I26805570"]},{"raw_affiliation_string":"Department of Computing, Jomo Kenyatta University of Agriculture and Technology (JKUAT), Nairobi, Kenya","institution_ids":["https://openalex.org/I26805570"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113470393","display_name":"Michael W. Kimwele","orcid":null},"institutions":[{"id":"https://openalex.org/I26805570","display_name":"Jomo Kenyatta University of Agriculture and Technology","ror":"https://ror.org/015h5sy57","country_code":"KE","type":"education","lineage":["https://openalex.org/I26805570"]}],"countries":["KE"],"is_corresponding":false,"raw_author_name":"Michael W. Kimwele","raw_affiliation_strings":["Jomo Kenyatta University of Agriculture and Technology (JKUAT),Department of Computing,Nairobi,Kenya","Department of Computing, Jomo Kenyatta University of Agriculture and Technology (JKUAT), Nairobi, Kenya"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jomo Kenyatta University of Agriculture and Technology (JKUAT),Department of Computing,Nairobi,Kenya","institution_ids":["https://openalex.org/I26805570"]},{"raw_affiliation_string":"Department of Computing, Jomo Kenyatta University of Agriculture and Technology (JKUAT), Nairobi, Kenya","institution_ids":["https://openalex.org/I26805570"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6526,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.75674542,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12128","display_name":"AI in Service Interactions","score":0.9962999820709229,"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/T12128","display_name":"AI in Service Interactions","score":0.9962999820709229,"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/T12651","display_name":"Halal products and consumer behavior","score":0.9034000039100647,"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/chatbot","display_name":"Chatbot","score":0.8945472836494446},{"id":"https://openalex.org/keywords/conversation","display_name":"Conversation","score":0.6258220672607422},{"id":"https://openalex.org/keywords/ibm","display_name":"IBM","score":0.5762017965316772},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5747644901275635},{"id":"https://openalex.org/keywords/advice","display_name":"Advice (programming)","score":0.5416058301925659},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.49613985419273376},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.44541457295417786},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.35416126251220703},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2727019190788269},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.10768517851829529}],"concepts":[{"id":"https://openalex.org/C2779041454","wikidata":"https://www.wikidata.org/wiki/Q870780","display_name":"Chatbot","level":2,"score":0.8945472836494446},{"id":"https://openalex.org/C2777200299","wikidata":"https://www.wikidata.org/wiki/Q52943","display_name":"Conversation","level":2,"score":0.6258220672607422},{"id":"https://openalex.org/C70388272","wikidata":"https://www.wikidata.org/wiki/Q5968558","display_name":"IBM","level":2,"score":0.5762017965316772},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5747644901275635},{"id":"https://openalex.org/C2779955035","wikidata":"https://www.wikidata.org/wiki/Q4686785","display_name":"Advice (programming)","level":2,"score":0.5416058301925659},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.49613985419273376},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.44541457295417786},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.35416126251220703},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2727019190788269},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.10768517851829529},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/africon55910.2023.10293557","is_oa":false,"landing_page_url":"https://doi.org/10.1109/africon55910.2023.10293557","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE AFRICON","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Zero hunger","score":0.6299999952316284,"id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2130942839","https://openalex.org/W2141832305","https://openalex.org/W2528330019","https://openalex.org/W2963424124","https://openalex.org/W4224766886","https://openalex.org/W4239187549","https://openalex.org/W6712878229"],"related_works":["https://openalex.org/W4383501580","https://openalex.org/W4214931137","https://openalex.org/W4387007686","https://openalex.org/W4313813117","https://openalex.org/W4382052417","https://openalex.org/W3192088754","https://openalex.org/W3084631705","https://openalex.org/W3176146353","https://openalex.org/W4293646425","https://openalex.org/W4379781060"],"abstract_inverted_index":{"This":[0],"research":[1],"paper":[2,55],"presents":[3,207],"a":[4,20,64,125,134,179,208],"solution":[5,181],"to":[6,19,28,43,50,184,212],"the":[7,73,87,93,152,155,160,163,189,201,205],"declining":[8],"yield":[9],"in":[10,13,60,92,113,129,138,162,217],"potato":[11,58,120,174],"farming":[12,59,121,175],"Kenya,":[14],"which":[15,110],"has":[16],"been":[17],"attributed":[18],"limited":[21],"supply":[22],"of":[23,67,127,131,136,140,157,159],"quality":[24,51],"seeds":[25],"and":[26,41,47,62,80,100,102,143,154,188,196],"access":[27],"expert":[29,45,197],"advice.":[30],"The":[31,54,83,104,115,168],"study":[32,169,206],"used":[33,107],"IBM":[34],"Watson":[35],"Assistant,":[36],"an":[37],"AI-based":[38],"chatbot":[39,122,176],"framework,":[40],"GIS":[42],"offer":[44],"advice":[46],"link":[48],"farmers":[49,183],"seed":[52],"producers.":[53],"first":[56],"introduces":[57],"Kenya":[61,218],"provides":[63],"brief":[65],"history":[66],"conversation":[68,141],"agents":[69],"before":[70],"delving":[71],"into":[72],"theory":[74],"behind":[75],"chatbots,":[76],"including":[77,95],"their":[78,186],"classifications":[79],"general":[81],"architecture.":[82],"methodology":[84],"section":[85],"outlines":[86],"five":[88],"significant":[89],"steps":[90],"taken":[91],"research,":[94],"data":[96],"collection,":[97],"implementation,":[98],"testing":[99],"training,":[101],"evaluation.":[103],"evaluation":[105],"phase":[106],"performance":[108],"indicators":[109],"are":[111],"presented":[112],"detail.":[114],"results":[116],"demonstrate":[117],"that":[118,171],"this":[119,172],"model":[123,153,161,177,202],"had":[124],"score":[126,135],"97.7%":[128],"terms":[130,139],"message":[132],"coverage,":[133],"78.4%":[137],"containment,":[142],"was":[144,165],"88.05%":[145],"effective,":[146],"users":[147],"were":[148],"60%":[149],"satisfied":[150],"with":[151],"likelihood":[156],"use":[158],"future":[164],"at":[166],"80%.":[167],"concludes":[170],"integrated":[173],"is":[178],"practical":[180],"for":[182],"improve":[185,200],"yield,":[187],"recommendations":[190],"made":[191],"based":[192],"on":[193],"user":[194],"feedback":[195],"input":[198],"could":[199],"further.":[203],"Overall,":[204],"promising":[209],"location-based":[210],"approach":[211],"addressing":[213],"food":[214],"security":[215],"challenges":[216],"through":[219],"technology-driven":[220],"solutions.":[221]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}