{"id":"https://openalex.org/W7225399871","doi":"https://doi.org/10.5281/zenodo.23997667","title":"Development of a Web-Based Mental Health Support System with Integrated Chatbot and Therapist Referral for Nigeria","display_name":"Development of a Web-Based Mental Health Support System with Integrated Chatbot and Therapist Referral for Nigeria","publication_year":2026,"publication_date":"2026-11-06","ids":{"openalex":"https://openalex.org/W7225399871","doi":"https://doi.org/10.5281/zenodo.23997667"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.23997667","doi":"https://doi.org/10.5281/zenodo.23997667","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23997667","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.23997667","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5161015384","display_name":"Chukwunweike, Ifeanyi, Silas","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210165297","display_name":"Nile University of Nigeria","ror":"https://ror.org/05saqv884","country_code":"NG","type":"education","lineage":["https://openalex.org/I4210165297"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"Chukwunweike, Ifeanyi, Silas","raw_affiliation_strings":["Department of Information Technology, Nile University of Nigeria, Abuja, Nigeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Nile University of Nigeria, Abuja, Nigeria","institution_ids":["https://openalex.org/I4210165297"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5161070986","display_name":"Amirat Ibrahim","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210165297","display_name":"Nile University of Nigeria","ror":"https://ror.org/05saqv884","country_code":"NG","type":"education","lineage":["https://openalex.org/I4210165297"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"Ibrahim, Amirat","raw_affiliation_strings":["Department of Information Technology, Nile University of Nigeria, Abuja, Nigeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Nile University of Nigeria, Abuja, Nigeria","institution_ids":["https://openalex.org/I4210165297"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5161020609","display_name":"Zainab Isa Idris","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210165297","display_name":"Nile University of Nigeria","ror":"https://ror.org/05saqv884","country_code":"NG","type":"education","lineage":["https://openalex.org/I4210165297"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"Idris, Zainab Isa","raw_affiliation_strings":["Department of Information Technology, Nile University of Nigeria, Abuja, Nigeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Nile University of Nigeria, Abuja, Nigeria","institution_ids":["https://openalex.org/I4210165297"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5161034128","display_name":"Linus Onyia Chimeremiheoma","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210165297","display_name":"Nile University of Nigeria","ror":"https://ror.org/05saqv884","country_code":"NG","type":"education","lineage":["https://openalex.org/I4210165297"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"Onyia Chimeremiheoma, Linus","raw_affiliation_strings":["Department of Information Technology, Nile University of Nigeria, Abuja, Nigeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Nile University of Nigeria, Abuja, Nigeria","institution_ids":["https://openalex.org/I4210165297"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011313950","display_name":"Ridwan Kolapo","orcid":"https://orcid.org/0009-0005-9175-8195","observed_orcids":["https://orcid.org/0009-0005-9175-8195"]},"institutions":[{"id":"https://openalex.org/I4210165297","display_name":"Nile University of Nigeria","ror":"https://ror.org/05saqv884","country_code":"NG","type":"education","lineage":["https://openalex.org/I4210165297"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"Kolapo, Ridwan","raw_affiliation_strings":["Department of Information Technology, Nile University of Nigeria, Abuja, Nigeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Nile University of Nigeria, Abuja, Nigeria","institution_ids":["https://openalex.org/I4210165297"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210165297"],"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/T11519","display_name":"Digital Mental Health Interventions","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10272","display_name":"Mental Health Treatment and Access","score":0.0005000000237487257,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/T10912","display_name":"Telemedicine and Telehealth Implementation","score":0.00039999998989515007,"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/mental-health-support-systems","display_name":"mental health support systems","score":0.9559999704360962},{"id":"https://openalex.org/keywords/rule-based-chatbots","display_name":"rule-based chatbots","score":0.8640000224113464},{"id":"https://openalex.org/keywords/access-to-mental-health-care","display_name":"access to mental health care","score":0.6110000014305115},{"id":"https://openalex.org/keywords/mental-health-workforce-shortage","display_name":"mental health workforce shortage","score":0.6959999799728394},{"id":"https://openalex.org/keywords/mood-monitoring","display_name":"mood tracking","score":0.7670000195503235},{"id":"https://openalex.org/keywords/appointment-scheduling","display_name":"appointment scheduling","score":0.8560000061988831},{"id":"https://openalex.org/keywords/anxiety","display_name":"anxiety","score":0.6610000133514404},{"id":"https://openalex.org/keywords/depression","display_name":"depression","score":1.0},{"id":"https://openalex.org/keywords/resource-limited-settings","display_name":"resource-limited settings","score":0.8629999756813049},{"id":"https://openalex.org/keywords/nigeria","display_name":"Nigeria","score":0.7429999709129333}],"concepts":[{"id":"https://openalex.org/C2779041454","wikidata":"https://www.wikidata.org/wiki/Q870780","display_name":"Chatbot","level":2,"score":0.8873000144958496},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.8375999927520752},{"id":"https://openalex.org/C2776135927","wikidata":"https://www.wikidata.org/wiki/Q5242559","display_name":"Referral","level":2,"score":0.7368999719619751},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5264999866485596},{"id":"https://openalex.org/C194051981","wikidata":"https://www.wikidata.org/wiki/Q1337691","display_name":"Economic shortage","level":3,"score":0.5166000127792358},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.4645000100135803},{"id":"https://openalex.org/C2780733359","wikidata":"https://www.wikidata.org/wiki/Q331769","display_name":"Mood","level":2,"score":0.45820000767707825},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.31779998540878296},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2971000075340271},{"id":"https://openalex.org/C2779891985","wikidata":"https://www.wikidata.org/wiki/Q46994","display_name":"Telemedicine","level":3,"score":0.29319998621940613},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.2890999913215637},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.2879999876022339},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.28029999136924744},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.2696000039577484},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.26339998841285706},{"id":"https://openalex.org/C2992931291","wikidata":"https://www.wikidata.org/wiki/Q5242559","display_name":"Patient referral","level":3,"score":0.26330000162124634}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.5281/zenodo.23997667","doi":"https://doi.org/10.5281/zenodo.23997667","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23997667","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},{"id":"doi:10.5281/zenodo.23997668","doi":"https://doi.org/10.5281/zenodo.23997668","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23997668","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},{"id":"doi:10.5281/zenodo.23997985","doi":"https://doi.org/10.5281/zenodo.23997985","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23997985","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},{"id":"doi:10.5281/zenodo.23998258","doi":"https://doi.org/10.5281/zenodo.23998258","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23998258","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.5281/zenodo.23997667","doi":"https://doi.org/10.5281/zenodo.23997667","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23997667","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.9391000270843506},{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.4000000059604645}],"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/W7163886703","https://openalex.org/W7151540044","https://openalex.org/W7155272237","https://openalex.org/W7138900589","https://openalex.org/W7217098222","https://openalex.org/W4416945937","https://openalex.org/W4411243695","https://openalex.org/W4411640439","https://openalex.org/W7139034391","https://openalex.org/W7147711850"],"abstract_inverted_index":{"Nigeria\u2019s":[0,117],"mental":[1,26,54,72,118,140],"health":[2,27,55,73,119,141],"crisis":[3],"is":[4],"exacerbated":[5],"by":[6,121],"a":[7,24,31,133],"severe":[8],"shortage":[9],"of":[10,67],"professionals,":[11],"with":[12,44,62],"only":[13],"250":[14],"psychiatrists":[15],"serving":[16],"over":[17],"200":[18],"million":[19],"people.":[20],"This":[21,130],"study":[22],"develops":[23],"web-based":[25],"support":[28],"system":[29,112],"combining":[30],"rule-based":[32],"chatbot":[33],"and":[34,49,59,102],"therapist":[35,109],"referral":[36,85],"mechanism":[37],"to":[38,80,90],"improve":[39],"accessibility.":[40],"The":[41,111],"system,":[42],"built":[43],"React.js":[45],"(frontend),":[46],"Node.js/Express.js":[47],"(backend),":[48],"MongoDB":[50],"(database),":[51],"offers":[52],"immediate":[53],"guidance,":[56],"mood":[57],"tracking,":[58],"appointment":[60],"booking":[61],"licensed":[63],"consultants.":[64],"A":[65],"dataset":[66],"predefined":[68],"responses":[69],"for":[70,135],"common":[71],"queries":[74,101],"(e.g.,":[75],"anxiety,":[76],"depression)":[77],"was":[78],"used":[79],"train":[81],"the":[82],"chatbot,":[83],"while":[84],"protocols":[86],"escalate":[87],"complex":[88],"cases":[89,107],"human":[91],"professionals.":[92],"Testing":[93],"demonstrated":[94],"85%":[95],"user":[96],"satisfaction":[97],"in":[98,105,116,127,143],"handling":[99],"basic":[100],"90%":[103],"accuracy":[104],"identifying":[106],"requiring":[108],"intervention.":[110],"addresses":[113],"critical":[114],"gaps":[115],"landscape":[120],"providing":[122],"stigma-free,":[123],"scalable":[124],"support,":[125],"particularly":[126],"underserved":[128],"regions.":[129],"research":[131],"contributes":[132],"model":[134],"hybrid":[136],"(AI":[137],"+":[138],"human)":[139],"solutions":[142],"low-resource":[144],"settings.":[145]},"counts_by_year":[],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2026-11-07T00:00:00"}