{"id":"https://openalex.org/W4407246707","doi":"https://doi.org/10.1177/14727978251318801","title":"Predictive career guidance and entrepreneurial development for university students using artificial intelligence and machine learning","display_name":"Predictive career guidance and entrepreneurial development for university students using artificial intelligence and machine learning","publication_year":2025,"publication_date":"2025-02-07","ids":{"openalex":"https://openalex.org/W4407246707","doi":"https://doi.org/10.1177/14727978251318801"},"language":"en","primary_location":{"id":"doi:10.1177/14727978251318801","is_oa":false,"landing_page_url":"https://doi.org/10.1177/14727978251318801","pdf_url":null,"source":{"id":"https://openalex.org/S2765058733","display_name":"Journal of Computational Methods in Sciences and Engineering","issn_l":"1472-7978","issn":["1472-7978","1875-8983"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Methods in Sciences and Engineering","raw_type":"journal-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/A5007834017","display_name":"Kate Wen","orcid":null},"institutions":[{"id":"https://openalex.org/I146620803","display_name":"Wenzhou University","ror":"https://ror.org/020hxh324","country_code":"CN","type":"education","lineage":["https://openalex.org/I146620803"]},{"id":"https://openalex.org/I4400573270","display_name":"Wenzhou University of Technology","ror":"https://ror.org/03dd7qj98","country_code":null,"type":"education","lineage":["https://openalex.org/I4400573270"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kate Wen","raw_affiliation_strings":["Wenzhou University of Technology, Wenzhou, China"],"affiliations":[{"raw_affiliation_string":"Wenzhou University of Technology, Wenzhou, China","institution_ids":["https://openalex.org/I146620803","https://openalex.org/I4400573270"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033647017","display_name":"Dongdong Zhou","orcid":"https://orcid.org/0009-0006-9669-815X"},"institutions":[{"id":"https://openalex.org/I146620803","display_name":"Wenzhou University","ror":"https://ror.org/020hxh324","country_code":"CN","type":"education","lineage":["https://openalex.org/I146620803"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Dekui Zhou","raw_affiliation_strings":["School of Physical Education & Health, Wenzhou University, Wenzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Physical Education & Health, Wenzhou University, Wenzhou, China","institution_ids":["https://openalex.org/I146620803"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5033647017"],"corresponding_institution_ids":["https://openalex.org/I146620803"],"apc_list":null,"apc_paid":null,"fwci":5.3208,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.93427197,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"25","issue":"4","first_page":"3080","last_page":"3092"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10058","display_name":"Entrepreneurship Studies and Influences","score":0.9516000151634216,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10058","display_name":"Entrepreneurship Studies and Influences","score":0.9516000151634216,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14413","display_name":"Advanced Technologies in Various Fields","score":0.9071000218391418,"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/normalization","display_name":"Normalization (sociology)","score":0.6107620596885681},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5484222173690796},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4822852909564972},{"id":"https://openalex.org/keywords/job-market","display_name":"Job market","score":0.4686312675476074},{"id":"https://openalex.org/keywords/entrepreneurship","display_name":"Entrepreneurship","score":0.4549238085746765},{"id":"https://openalex.org/keywords/career-development","display_name":"Career development","score":0.4112967550754547},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3904159367084503},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3545404374599457},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35363900661468506},{"id":"https://openalex.org/keywords/medical-education","display_name":"Medical education","score":0.3471168279647827},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.1738523542881012},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.15614646673202515},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.14120358228683472},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14037960767745972},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.12026888132095337}],"concepts":[{"id":"https://openalex.org/C136886441","wikidata":"https://www.wikidata.org/wiki/Q926129","display_name":"Normalization (sociology)","level":2,"score":0.6107620596885681},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5484222173690796},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4822852909564972},{"id":"https://openalex.org/C2985000018","wikidata":"https://www.wikidata.org/wiki/Q28161","display_name":"Job market","level":3,"score":0.4686312675476074},{"id":"https://openalex.org/C84309077","wikidata":"https://www.wikidata.org/wiki/Q3908516","display_name":"Entrepreneurship","level":2,"score":0.4549238085746765},{"id":"https://openalex.org/C2777247013","wikidata":"https://www.wikidata.org/wiki/Q5038939","display_name":"Career development","level":2,"score":0.4112967550754547},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3904159367084503},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3545404374599457},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35363900661468506},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.3471168279647827},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.1738523542881012},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.15614646673202515},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.14120358228683472},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14037960767745972},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.12026888132095337},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/14727978251318801","is_oa":false,"landing_page_url":"https://doi.org/10.1177/14727978251318801","pdf_url":null,"source":{"id":"https://openalex.org/S2765058733","display_name":"Journal of Computational Methods in Sciences and Engineering","issn_l":"1472-7978","issn":["1472-7978","1875-8983"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Methods in Sciences and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.6700000166893005}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W3000228309","https://openalex.org/W3012398293","https://openalex.org/W3042054010","https://openalex.org/W3087630291","https://openalex.org/W3090069633","https://openalex.org/W3094090157","https://openalex.org/W3127577895","https://openalex.org/W3128819993","https://openalex.org/W3151518498","https://openalex.org/W3159121796","https://openalex.org/W3160863104","https://openalex.org/W3166712025","https://openalex.org/W3213993842","https://openalex.org/W4214821456","https://openalex.org/W4221043522","https://openalex.org/W4226020072","https://openalex.org/W4283022071","https://openalex.org/W4285145850","https://openalex.org/W4285586905","https://openalex.org/W4285587458","https://openalex.org/W4366090127","https://openalex.org/W4366285213","https://openalex.org/W4382933537","https://openalex.org/W4391791496","https://openalex.org/W4400305824","https://openalex.org/W4400909665","https://openalex.org/W4401635190","https://openalex.org/W4403045863"],"related_works":["https://openalex.org/W2591697403","https://openalex.org/W2944728705","https://openalex.org/W2904022177","https://openalex.org/W2359348847","https://openalex.org/W2120319084","https://openalex.org/W3011538607","https://openalex.org/W3131369765","https://openalex.org/W4294432981","https://openalex.org/W4321441197","https://openalex.org/W2128808669"],"abstract_inverted_index":{"In":[0],"today\u2019s":[1],"rapidly":[2],"evolving":[3],"job":[4,51,248],"market,":[5],"university":[6,73,237],"students":[7,24,96,115,159,238],"face":[8],"unprecedented":[9],"challenges":[10],"in":[11,64,97,191,220],"navigating":[12],"their":[13,98,180],"career":[14,17,67,99,196,229],"paths.":[15],"Traditional":[16],"guidance":[18,68],"approaches":[19],"sometimes":[20],"fail":[21],"to":[22,36,56,89,110,151,178,227,246],"provide":[23],"with":[25,198],"the":[26,37,41,47,58,91,141,153,185,247],"knowledge":[27],"and":[28,46,62,69,101,106,134,194,208,222,231,243],"skills":[29],"necessary":[30],"for":[31,72,140],"successful":[32],"transitions":[33],"from":[34],"academics":[35],"profession":[38],"because":[39],"of":[40,44,50,60,166],"changing":[42],"nature":[43],"industries":[45],"growing":[48],"complexity":[49],"possibilities.":[52],"The":[53,127,144,182],"study":[54,76],"aims":[55],"explore":[57],"integration":[59],"AI":[61],"ML":[63],"providing":[65,192,240],"predictive":[66],"entrepreneurial":[70,102,125,234],"development":[71],"students.":[74,252],"This":[75,224],"proposes":[77],"a":[78,137,163,241],"novel":[79],"Wild":[80],"Horse":[81],"Optimized":[82],"Resilient":[83],"Extreme":[84],"Gradient":[85],"Boosting":[86],"(WHO-RXGBoost)":[87],"model":[88],"predict":[90],"personalized":[92],"recommendations":[93],"that":[94,175,214],"guide":[95],"choices":[100],"endeavors.":[103],"University":[104],"records":[105],"questionnaires":[107],"are":[108],"used":[109],"collect":[111],"demographic":[112],"data":[113,128,132],"about":[114,120],"as":[116,118,201],"well":[117],"information":[119,168,172],"any":[121],"prior":[122],"employment":[123,167],"or":[124],"experience.":[126],"was":[129],"pre-processed":[130],"using":[131,136,156],"cleaning":[133],"normalization":[135],"robust":[138],"scaler":[139],"obtained":[142],"data.":[143],"PCA":[145],"feature":[146],"extraction":[147],"method":[148,187],"is":[149,176],"utilized":[150],"extract":[152],"datasets.":[154],"By":[155],"this":[157],"methodology,":[158],"can":[160],"efficiently":[161],"travel":[162],"massive":[164],"amount":[165],"by":[169,239,251],"creating":[170],"an":[171,233],"recommendation":[173],"system":[174],"customized":[177],"satisfy":[179],"requirements.":[181],"results":[183],"indicate":[184],"proposed":[186],"outperforms":[188],"traditional":[189],"algorithms":[190],"relevant":[193],"timely":[195],"insights":[197],"metrics,":[199],"such":[200],"F1-score":[202],"(90%),":[203],"precision":[204],"(93%),":[205],"accuracy":[206],"(95%),":[207],"specificity":[209],"(91%).":[210],"User":[211],"satisfaction":[212],"indicates":[213],"technology":[215],"considerably":[216],"increases":[217],"students\u2019":[218],"experiences":[219],"entrepreneurship":[221],"CP.":[223],"research":[225],"contributes":[226],"enhancing":[228],"outcomes":[230],"encouraging":[232],"spirit":[235],"among":[236],"practical":[242],"effective":[244],"response":[245],"issues":[249],"experienced":[250]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-06T07:47:59.780226","created_date":"2025-10-10T00:00:00"}