{"id":"https://openalex.org/W4399851362","doi":"https://doi.org/10.3390/info15060365","title":"BERTopic for Enhanced Idea Management and Topic Generation in Brainstorming Sessions","display_name":"BERTopic for Enhanced Idea Management and Topic Generation in Brainstorming Sessions","publication_year":2024,"publication_date":"2024-06-20","ids":{"openalex":"https://openalex.org/W4399851362","doi":"https://doi.org/10.3390/info15060365"},"language":"en","primary_location":{"id":"doi:10.3390/info15060365","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info15060365","pdf_url":"https://www.mdpi.com/2078-2489/15/6/365/pdf?version=1718890801","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2078-2489/15/6/365/pdf?version=1718890801","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032604599","display_name":"Asmaa Cheddak","orcid":"https://orcid.org/0000-0001-6090-5029"},"institutions":[{"id":"https://openalex.org/I4210119856","display_name":"Universit\u00e9 Sultan Moulay Slimane","ror":"https://ror.org/02m8tb249","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210119856"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Asma Cheddak","raw_affiliation_strings":["TIAD Laboratory, Sultan Moulay Slimane University, Beni-Mellal 23000, Morocco"],"raw_orcid":"https://orcid.org/0000-0001-6090-5029","affiliations":[{"raw_affiliation_string":"TIAD Laboratory, Sultan Moulay Slimane University, Beni-Mellal 23000, Morocco","institution_ids":["https://openalex.org/I4210119856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089302677","display_name":"Tarek Ait Baha","orcid":"https://orcid.org/0000-0001-6201-1985"},"institutions":[{"id":"https://openalex.org/I4210088687","display_name":"Universit\u00e9 Ibn Zohr","ror":"https://ror.org/006sgpv47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210088687"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Tarek Ait Baha","raw_affiliation_strings":["IRF-SIC Laboratory, Ibnou Zohr University, Agadir 80000, Morocco"],"raw_orcid":"https://orcid.org/0000-0001-6201-1985","affiliations":[{"raw_affiliation_string":"IRF-SIC Laboratory, Ibnou Zohr University, Agadir 80000, Morocco","institution_ids":["https://openalex.org/I4210088687"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043394491","display_name":"Youssef Es-Saady","orcid":"https://orcid.org/0000-0002-4934-2322"},"institutions":[{"id":"https://openalex.org/I4210088687","display_name":"Universit\u00e9 Ibn Zohr","ror":"https://ror.org/006sgpv47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210088687"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Youssef Es-Saady","raw_affiliation_strings":["IRF-SIC Laboratory, Ibnou Zohr University, Agadir 80000, Morocco","Polydisciplinary Faculty of Taroudant, Ibnou Zohr University, Taroudant 83000, Morocco"],"raw_orcid":"https://orcid.org/0000-0002-4934-2322","affiliations":[{"raw_affiliation_string":"IRF-SIC Laboratory, Ibnou Zohr University, Agadir 80000, Morocco","institution_ids":["https://openalex.org/I4210088687"]},{"raw_affiliation_string":"Polydisciplinary Faculty of Taroudant, Ibnou Zohr University, Taroudant 83000, Morocco","institution_ids":["https://openalex.org/I4210088687"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100641654","display_name":"Mohamed El Hajji","orcid":"https://orcid.org/0000-0002-0327-8249"},"institutions":[{"id":"https://openalex.org/I4210088687","display_name":"Universit\u00e9 Ibn Zohr","ror":"https://ror.org/006sgpv47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210088687"]},{"id":"https://openalex.org/I4210148805","display_name":"R\u00e9gie Autonome Multi Services D'Agadir","ror":"https://ror.org/05m906m06","country_code":"MA","type":"other","lineage":["https://openalex.org/I4210148805"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Mohamed El Hajji","raw_affiliation_strings":["IRF-SIC Laboratory, Ibnou Zohr University, Agadir 80000, Morocco","Regional Center for Education and Training Professions-Souss Massa, Agadir 80000, Morocco"],"raw_orcid":"https://orcid.org/0000-0002-0327-8249","affiliations":[{"raw_affiliation_string":"IRF-SIC Laboratory, Ibnou Zohr University, Agadir 80000, Morocco","institution_ids":["https://openalex.org/I4210088687"]},{"raw_affiliation_string":"Regional Center for Education and Training Professions-Souss Massa, Agadir 80000, Morocco","institution_ids":["https://openalex.org/I4210148805"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088714836","display_name":"Mohamed Baslam","orcid":"https://orcid.org/0000-0003-4819-533X"},"institutions":[{"id":"https://openalex.org/I4210119856","display_name":"Universit\u00e9 Sultan Moulay Slimane","ror":"https://ror.org/02m8tb249","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210119856"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mohamed Baslam","raw_affiliation_strings":["TIAD Laboratory, Sultan Moulay Slimane University, Beni-Mellal 23000, Morocco"],"raw_orcid":"https://orcid.org/0000-0003-4819-533X","affiliations":[{"raw_affiliation_string":"TIAD Laboratory, Sultan Moulay Slimane University, Beni-Mellal 23000, Morocco","institution_ids":["https://openalex.org/I4210119856"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5043394491","https://openalex.org/A5100641654"],"corresponding_institution_ids":["https://openalex.org/I4210088687","https://openalex.org/I4210148805"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":13.1243,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.99081841,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"15","issue":"6","first_page":"365","last_page":"365"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10970","display_name":"Team Dynamics and Performance","score":0.9491999745368958,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T10970","display_name":"Team Dynamics and Performance","score":0.9491999745368958,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9430999755859375,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/brainstorming","display_name":"Brainstorming","score":0.9308456778526306},{"id":"https://openalex.org/keywords/ideation","display_name":"Ideation","score":0.563476026058197},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4634319245815277},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3558398187160492},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.33533066511154175},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.14718106389045715},{"id":"https://openalex.org/keywords/cognitive-science","display_name":"Cognitive science","score":0.12425634264945984}],"concepts":[{"id":"https://openalex.org/C150672426","wikidata":"https://www.wikidata.org/wiki/Q191183","display_name":"Brainstorming","level":2,"score":0.9308456778526306},{"id":"https://openalex.org/C170477896","wikidata":"https://www.wikidata.org/wiki/Q17039022","display_name":"Ideation","level":2,"score":0.563476026058197},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4634319245815277},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3558398187160492},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.33533066511154175},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.14718106389045715},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.12425634264945984}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/info15060365","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info15060365","pdf_url":"https://www.mdpi.com/2078-2489/15/6/365/pdf?version=1718890801","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:967b1877ed87423b816abcbf0578e627","is_oa":true,"landing_page_url":"https://doaj.org/article/967b1877ed87423b816abcbf0578e627","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":"Information, Vol 15, Iss 6, p 365 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/info15060365","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info15060365","pdf_url":"https://www.mdpi.com/2078-2489/15/6/365/pdf?version=1718890801","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.49000000953674316}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399851362.pdf"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W1530558238","https://openalex.org/W1695383821","https://openalex.org/W1880262756","https://openalex.org/W1980974094","https://openalex.org/W2001809422","https://openalex.org/W2038043464","https://openalex.org/W2134731454","https://openalex.org/W2889326414","https://openalex.org/W2970641574","https://openalex.org/W2986609602","https://openalex.org/W2994176602","https://openalex.org/W3014399502","https://openalex.org/W3090540127","https://openalex.org/W3095433102","https://openalex.org/W3176923149","https://openalex.org/W3198180199","https://openalex.org/W3200978837","https://openalex.org/W4206502702","https://openalex.org/W4210469725","https://openalex.org/W4229011615","https://openalex.org/W4296830306","https://openalex.org/W4306377799","https://openalex.org/W4379194113","https://openalex.org/W4385461768","https://openalex.org/W4385572236","https://openalex.org/W4391979810","https://openalex.org/W6639619044","https://openalex.org/W6853920001","https://openalex.org/W6930536777","https://openalex.org/W7024838735"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W3035050048","https://openalex.org/W2182525855","https://openalex.org/W3122544827","https://openalex.org/W2750895232","https://openalex.org/W2900463800","https://openalex.org/W3038012126","https://openalex.org/W3016620303","https://openalex.org/W4383423912"],"abstract_inverted_index":{"Brainstorming":[0],"is":[1],"an":[2,95],"important":[3],"part":[4],"of":[5,31,34,61,66,118,145,172,180,188],"the":[6,29,49,54,59,64,116,141,170,177,186],"design":[7],"thinking":[8],"process":[9],"since":[10],"it":[11],"encourages":[12],"creativity":[13],"and":[14,63,101,125,143,184],"innovation":[15],"through":[16,94],"bringing":[17],"together":[18],"diverse":[19],"viewpoints.":[20],"However,":[21],"traditional":[22,159],"brainstorming":[23,55,81,151,189],"practices":[24],"face":[25],"challenges":[26],"such":[27],"as":[28],"management":[30],"large":[32],"volumes":[33],"ideas.":[35],"To":[36,114],"address":[37],"this":[38,40],"issue,":[39],"paper":[41],"introduces":[42],"a":[43,80,107],"decision":[44],"support":[45],"system":[46,174],"that":[47,156],"employs":[48],"BERTopic":[50,157],"model":[51],"to":[52,111],"automate":[53],"process,":[56],"which":[57],"enhances":[58],"categorization":[60],"ideas":[62,87],"generation":[65],"coherent":[67,165],"topics":[68,149],"from":[69,79],"textual":[70],"data.":[71],"The":[72],"dataset":[73],"for":[74],"our":[75,119,173],"study":[76],"was":[77],"assembled":[78],"session":[82],"on":[83,90,140],"\u201cscholar":[84],"dropouts\u201d,":[85],"where":[86],"were":[88,130],"captured":[89],"Post-it":[91],"notes,":[92],"digitized":[93],"optical":[96],"character":[97],"recognition":[98],"(OCR)":[99],"model,":[100,109],"enhanced":[102],"using":[103],"data":[104,183],"augmentation":[105],"with":[106,147],"language":[108,182],"GPT-3.5,":[110],"ensure":[112],"robustness.":[113],"assess":[115],"performance":[117],"system,":[120],"we":[121],"employed":[122],"both":[123],"quantitative":[124],"qualitative":[126,137],"analyses.":[127],"Quantitative":[128],"evaluations":[129],"conducted":[131],"independently":[132],"across":[133],"various":[134],"parameters,":[135],"while":[136],"assessments":[138],"focused":[139],"relevance":[142],"alignment":[144],"keywords":[146],"human-classified":[148],"during":[150],"sessions.":[152,190],"Our":[153],"findings":[154],"demonstrate":[155,169],"outperforms":[158],"LDA":[160],"models":[161],"in":[162,175],"generating":[163],"semantically":[164],"topics.":[166],"These":[167],"results":[168],"usefulness":[171],"managing":[176],"complex":[178],"nature":[179],"Arabic":[181],"improving":[185],"efficiency":[187]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":4}],"updated_date":"2026-06-12T08:23:45.883708","created_date":"2025-10-10T00:00:00"}