{"id":"https://openalex.org/W4382052271","doi":"https://doi.org/10.1145/3592813.3592882","title":"4Experts: A Task Recommendation Approach Using Machine Learning and Biometric Data","display_name":"4Experts: A Task Recommendation Approach Using Machine Learning and Biometric Data","publication_year":2023,"publication_date":"2023-05-29","ids":{"openalex":"https://openalex.org/W4382052271","doi":"https://doi.org/10.1145/3592813.3592882"},"language":"en","primary_location":{"id":"doi:10.1145/3592813.3592882","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1145/3592813.3592882","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3592813.3592882?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the XIX Brazilian Symposium on Information Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3592813.3592882?download=true","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044844237","display_name":"Juliano Paulo Menzen","orcid":"https://orcid.org/0000-0003-3156-6560"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Juliano Paulo Menzen","raw_affiliation_strings":["Departamento de inform\u00e1tica, Uniftec, Brazil"],"raw_orcid":"https://orcid.org/0000-0003-3156-6560","affiliations":[{"raw_affiliation_string":"Departamento de inform\u00e1tica, Uniftec, Brazil","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066736302","display_name":"Kleinner Farias","orcid":"https://orcid.org/0000-0003-1891-3580"},"institutions":[{"id":"https://openalex.org/I61722147","display_name":"Universidade do Vale do Rio dos Sinos","ror":"https://ror.org/05ctmmy43","country_code":"BR","type":"education","lineage":["https://openalex.org/I61722147"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Kleinner Silva Farias Oliveira","raw_affiliation_strings":["Centro de Ci\u00eancias Exatas e Tecnol\u00f3gicas, Universidade do Vale do Rio dos Sinos, Brazil"],"raw_orcid":"https://orcid.org/0000-0003-1891-3580","affiliations":[{"raw_affiliation_string":"Centro de Ci\u00eancias Exatas e Tecnol\u00f3gicas, Universidade do Vale do Rio dos Sinos, Brazil","institution_ids":["https://openalex.org/I61722147"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.10978866,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"17","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12607","display_name":"Personal Information Management and User Behavior","score":0.9829999804496765,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12607","display_name":"Personal Information Management and User Behavior","score":0.9829999804496765,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9398999810218811,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/biometrics","display_name":"Biometrics","score":0.813482940196991},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8077921867370605},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6318225860595703},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5227285027503967},{"id":"https://openalex.org/keywords/biometric-data","display_name":"Biometric data","score":0.48735982179641724},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4323779344558716},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09839722514152527}],"concepts":[{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.813482940196991},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8077921867370605},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6318225860595703},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5227285027503967},{"id":"https://openalex.org/C2989513435","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometric data","level":3,"score":0.48735982179641724},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4323779344558716},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09839722514152527},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3592813.3592882","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1145/3592813.3592882","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3592813.3592882?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the XIX Brazilian Symposium on Information Systems","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3592813.3592882","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1145/3592813.3592882","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3592813.3592882?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the XIX Brazilian Symposium on Information Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.4699999988079071,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4382052271.pdf","grobid_xml":"https://content.openalex.org/works/W4382052271.grobid-xml"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W1975604348","https://openalex.org/W2038539934","https://openalex.org/W2051098322","https://openalex.org/W2061407086","https://openalex.org/W2091376853","https://openalex.org/W2092349198","https://openalex.org/W2106122655","https://openalex.org/W2113351233","https://openalex.org/W2136213879","https://openalex.org/W2156448859","https://openalex.org/W2231155388","https://openalex.org/W2347600846","https://openalex.org/W2577973227","https://openalex.org/W2580855102","https://openalex.org/W2625800391","https://openalex.org/W2741371834","https://openalex.org/W2806398338","https://openalex.org/W2808098103","https://openalex.org/W2941714792","https://openalex.org/W3009191958","https://openalex.org/W4231677595","https://openalex.org/W4243048569","https://openalex.org/W6884301979"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W2070951564","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Context:":[0],"The":[1,32,145,164,214],"identification":[2],"of":[3,34,47,55,65,97,108,117,159,173,185,190,200,205,217,227,240,247],"skills":[4,39],"and":[5,12,23,40,62,84,130,142,151,161,194,209,242],"technical":[6,41],"competences":[7,42,46],"that":[8,37,124,132,230],"a":[9,48,60,148,169],"developer":[10,49],"has":[11,147],"assigning":[13],"tasks":[14,36,223],"according":[15],"to":[16,52,58,77,93,114,197,221,237],"their":[17],"abilities":[18],"can":[19,50,127],"improve":[20],"task":[21,61],"execution":[22],"reduce":[24],"negative":[25,66],"emotional":[26],"aspects":[27],"such":[28,68],"as":[29,69],"frustration.":[30,70],"Problem:":[31],"assignment":[33],"coding":[35],"require":[38],"greater":[43],"than":[44],"the":[45,53,56,63,94,106,109,115,125,176,180,188,191,198,201,206,225,232,238,245],"contribute":[51],"expansion":[54],"effort":[57],"perform":[59],"generation":[64],"emotions":[67],"Soluction:This":[71],"study":[72,102],"presents":[73],"4Experts,":[74],"an":[75,89,183,195],"approach":[76,202,219],"recommend":[78,222],"software":[79],"tasks,":[80],"using":[81,168],"machine":[82],"learning":[83,135],"biometric":[85,228],"data":[86,229],"collected":[87],"by":[88,120,203],"electroencephalogram":[90],"(EEG),":[91],"related":[92,113],"brain":[95],"activities":[96],"developers.":[98],"IS":[99,212],"Theory:":[100],"This":[101],"was":[103,154],"conceived":[104],"under":[105],"aegis":[107],"Cognitive":[110],"Load":[111],"Theory,":[112],"treatment":[116],"working":[118],"memory":[119],"structuring":[121],"information":[122],"so":[123],"individual":[126],"develop":[128],"schemes":[129],"rules":[131],"allow":[133],"storing":[134],"in":[136,187,211,244],"long-term":[137],"memory,":[138],"improving":[139],"knowledge":[140,241],"acquisition":[141,239],"performance.":[143],"Method:":[144],"research":[146],"prescriptive":[149],"character,":[150],"its":[152],"evaluation":[153],"carried":[155,178],"out":[156],"through":[157,224],"proof":[158],"concept":[160],"controlled":[162],"experiment.":[163],"results":[165],"were":[166],"analyzed":[167],"quantitative":[170],"approach.":[171],"Summary":[172],"Results:":[174],"In":[175],"experiments":[177],"out,":[179],"4Experts":[181],"presented":[182],"accuracy":[184],"83%":[186],"prediction":[189],"developer\u2019s":[192,233],"expertise":[193],"adherence":[196],"use":[199,226],"68%":[204],"participants.":[207],"Contributions":[208],"Impact":[210],"area:":[213],"main":[215],"contribution":[216],"this":[218],"is":[220],"assess":[231],"cognitive":[234],"load,":[235],"contributing":[236],"performance":[243],"construction":[246],"IS.":[248]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}