{"id":"https://openalex.org/W4393862696","doi":"https://doi.org/10.1142/s0219649224500436","title":"Sustainable Scientific and Technological Talents Recommendation Method Based on Recommendation Algorithm","display_name":"Sustainable Scientific and Technological Talents Recommendation Method Based on Recommendation Algorithm","publication_year":2024,"publication_date":"2024-04-03","ids":{"openalex":"https://openalex.org/W4393862696","doi":"https://doi.org/10.1142/s0219649224500436"},"language":"en","primary_location":{"id":"doi:10.1142/s0219649224500436","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0219649224500436","pdf_url":null,"source":{"id":"https://openalex.org/S30163770","display_name":"Journal of Information & Knowledge Management","issn_l":"0219-6492","issn":["0219-6492","1793-6926"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information & Knowledge Management","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/A5054086154","display_name":"B. X. Zhang","orcid":"https://orcid.org/0009-0007-4986-5370"},"institutions":[{"id":"https://openalex.org/I4210100953","display_name":"Xi'an University of Finance and Economics","ror":"https://ror.org/01b9y2p27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210100953"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Bei Zhang","raw_affiliation_strings":["School of Literature, Xi\u2019an University of Finance and Economics, Xi\u2019an 710100, P. R. China","School of Literature, Xi'an University of Finance and Economics, Xi'an 710100, P. R. China"],"raw_orcid":"https://orcid.org/0009-0007-4986-5370","affiliations":[{"raw_affiliation_string":"School of Literature, Xi\u2019an University of Finance and Economics, Xi\u2019an 710100, P. R. China","institution_ids":["https://openalex.org/I4210100953"]},{"raw_affiliation_string":"School of Literature, Xi'an University of Finance and Economics, Xi'an 710100, P. R. China","institution_ids":["https://openalex.org/I4210100953"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5054086154"],"corresponding_institution_ids":["https://openalex.org/I4210100953"],"apc_list":null,"apc_paid":null,"fwci":0.2344,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.60427176,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"23","issue":"03","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12260","display_name":"Educational Technology and Pedagogy","score":0.9085999727249146,"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/T12260","display_name":"Educational Technology and Pedagogy","score":0.9085999727249146,"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/computer-science","display_name":"Computer science","score":0.6410943865776062},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.4173433780670166},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33440709114074707},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3231324851512909},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.32205212116241455},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.26092302799224854}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6410943865776062},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.4173433780670166},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33440709114074707},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3231324851512909},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.32205212116241455},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.26092302799224854}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1142/s0219649224500436","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0219649224500436","pdf_url":null,"source":{"id":"https://openalex.org/S30163770","display_name":"Journal of Information & Knowledge Management","issn_l":"0219-6492","issn":["0219-6492","1793-6926"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information & Knowledge Management","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:wsi:jikmxx:v:23:y:2024:i:03:n:s0219649224500436","is_oa":false,"landing_page_url":"http://www.worldscientific.com/doi/abs/10.1142/S0219649224500436","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4699999988079071,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G8202095112","display_name":null,"funder_award_id":"SKF [2022] No. 41","funder_id":"https://openalex.org/F4320327224","funder_display_name":"Shaanxi Provincial Science and Technology Department"}],"funders":[{"id":"https://openalex.org/F4320327224","display_name":"Shaanxi Provincial Science and Technology Department","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2473526392","https://openalex.org/W2999159111","https://openalex.org/W3047571588","https://openalex.org/W3089924157","https://openalex.org/W3095802007","https://openalex.org/W3105755180","https://openalex.org/W3129514843","https://openalex.org/W3133345246","https://openalex.org/W3156556650","https://openalex.org/W3159320662","https://openalex.org/W3193781397","https://openalex.org/W3196030510","https://openalex.org/W4200052394","https://openalex.org/W4214771177","https://openalex.org/W4214914382","https://openalex.org/W4236400424","https://openalex.org/W4241522665","https://openalex.org/W4296370442","https://openalex.org/W4307900231","https://openalex.org/W4361185906","https://openalex.org/W4361270097","https://openalex.org/W4380875384","https://openalex.org/W4384067637"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W2150182025","https://openalex.org/W3092950680","https://openalex.org/W3197542405","https://openalex.org/W2056712470","https://openalex.org/W3125580266","https://openalex.org/W2051487156","https://openalex.org/W4317039510"],"abstract_inverted_index":{"In":[0],"today\u2019s":[1],"rapid":[2],"development":[3],"of":[4,49,64,85,99,108],"global":[5,8],"technology,":[6],"the":[7,47,59,67,100,105,116],"demand":[9],"for":[10,104,137],"scientific":[11,133],"and":[12,36,61,72,82,92,128,134],"technological":[13,135],"talents":[14,109],"remains":[15],"high.":[16],"To":[17],"provide":[18],"a":[19,24,121],"reliable":[20],"talent":[21,25,101,117,126],"referral":[22],"channel,":[23],"recommendation":[26,102,118],"model":[27,45,87,103,119],"based":[28],"on":[29],"Bidirectional":[30],"Encoder":[31],"Representation":[32],"from":[33],"Transformers":[34],"(BERT)":[35],"Bi-directional":[37],"Long":[38],"Short-Term":[39],"Memory":[40],"(BLSTM)":[41],"was":[42,110],"constructed.":[43],"This":[44],"enables":[46],"matching":[48],"talented":[50],"individuals":[51],"with":[52],"job":[53],"opportunities.":[54],"The":[55,75,95],"results":[56],"demonstrated":[57],"that":[58,115],"accuracy":[60,83,123],"F1":[62],"value":[63,81],"BLSTM-BERT":[65],"in":[66,124],"test":[68],"set":[69],"were":[70,88],"0.95":[71],"0.92,":[73],"respectively.":[74,94],"precision":[76],"rate,":[77,79],"recall":[78],"F1-socre":[80],"rate":[84,98],"BLSTM-CNN":[86],"0.96,":[89],"0.97,":[90,93],"0.96":[91],"correct":[96],"prediction":[97],"four":[106],"types":[107],"1.0.":[111],"It":[112],"is":[113],"evident":[114],"has":[120],"high":[122],"predicting":[125],"categories":[127],"can":[129],"precisely":[130],"recommend":[131],"necessary":[132],"professionals":[136],"businesses.":[138]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-08-10T07:06:39.071514","created_date":"2025-10-10T00:00:00"}