{"id":"https://openalex.org/W4414451295","doi":"https://doi.org/10.1177/14727978251380826","title":"RETRACTED: AI-powered feedback analytics engine for optimizing vocational education quality assessment","display_name":"RETRACTED: AI-powered feedback analytics engine for optimizing vocational education quality assessment","publication_year":2025,"publication_date":"2025-09-23","ids":{"openalex":"https://openalex.org/W4414451295","doi":"https://doi.org/10.1177/14727978251380826"},"language":"en","primary_location":{"id":"doi:10.1177/14727978251380826","is_oa":false,"landing_page_url":"https://doi.org/10.1177/14727978251380826","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/A5113125295","display_name":"Yuan Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I113992204","display_name":"Hebei University of Economics and Business","ror":"https://ror.org/05j1kc284","country_code":"CN","type":"education","lineage":["https://openalex.org/I113992204"]},{"id":"https://openalex.org/I4210123460","display_name":"Qinhuangdao Glass Industry Research and Design Institute (China)","ror":"https://ror.org/039n5wp46","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210123460"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuan Zhu","raw_affiliation_strings":["Hebei Institute of International Business and Economics","Department of Foreign Languages, Hebei Institute of International Business and Economics, Qinhuangdao, China"],"affiliations":[{"raw_affiliation_string":"Hebei Institute of International Business and Economics","institution_ids":["https://openalex.org/I113992204"]},{"raw_affiliation_string":"Department of Foreign Languages, Hebei Institute of International Business and Economics, Qinhuangdao, China","institution_ids":["https://openalex.org/I4210123460"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5113125295"],"corresponding_institution_ids":["https://openalex.org/I113992204","https://openalex.org/I4210123460"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.38106813,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"25","issue":"6","first_page":null,"last_page":null},"is_retracted":true,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9643999934196472,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9643999934196472,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13812","display_name":"AI and HR Technologies","score":0.9520999789237976,"subfield":{"id":"https://openalex.org/subfields/1407","display_name":"Organizational Behavior and Human Resource Management"},"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/T11122","display_name":"Online Learning and Analytics","score":0.9434999823570251,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/vocational-education","display_name":"Vocational education","score":0.7120000123977661},{"id":"https://openalex.org/keywords/dashboard","display_name":"Dashboard","score":0.6754999756813049},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5252000093460083},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.51910001039505},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4918000102043152},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.48969998955726624},{"id":"https://openalex.org/keywords/raw-data","display_name":"Raw data","score":0.40880000591278076},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.40689998865127563},{"id":"https://openalex.org/keywords/learning-management","display_name":"Learning Management","score":0.3763999938964844}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.810699999332428},{"id":"https://openalex.org/C668760","wikidata":"https://www.wikidata.org/wiki/Q6869278","display_name":"Vocational education","level":2,"score":0.7120000123977661},{"id":"https://openalex.org/C33499554","wikidata":"https://www.wikidata.org/wiki/Q1417134","display_name":"Dashboard","level":2,"score":0.6754999756813049},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5252000093460083},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.51910001039505},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4918000102043152},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.48969998955726624},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4117000102996826},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.40880000591278076},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.40689998865127563},{"id":"https://openalex.org/C2779114481","wikidata":"https://www.wikidata.org/wiki/Q6510117","display_name":"Learning Management","level":2,"score":0.3763999938964844},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35740000009536743},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.3564999997615814},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.3379000127315521},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.31459999084472656},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.30889999866485596},{"id":"https://openalex.org/C116409475","wikidata":"https://www.wikidata.org/wiki/Q1385056","display_name":"External Data Representation","level":2,"score":0.30570000410079956},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.301800012588501},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.298799991607666},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.2946999967098236},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2842000126838684},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2761000096797943},{"id":"https://openalex.org/C3020001037","wikidata":"https://www.wikidata.org/wiki/Q836575","display_name":"Quality assessment","level":3,"score":0.27250000834465027},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2696000039577484},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2685000002384186},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.26840001344680786},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.26089999079704285},{"id":"https://openalex.org/C2779439875","wikidata":"https://www.wikidata.org/wiki/Q1078276","display_name":"Natural language understanding","level":3,"score":0.2597000002861023}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/14727978251380826","is_oa":false,"landing_page_url":"https://doi.org/10.1177/14727978251380826","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":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W3092003990","https://openalex.org/W3134312809","https://openalex.org/W4206681182","https://openalex.org/W4210416141","https://openalex.org/W4283400370","https://openalex.org/W4291018439","https://openalex.org/W4296480662","https://openalex.org/W4307189945","https://openalex.org/W4315797363","https://openalex.org/W4320731315","https://openalex.org/W4323846342","https://openalex.org/W4327622429","https://openalex.org/W4360980572","https://openalex.org/W4376646476","https://openalex.org/W4376954944","https://openalex.org/W4383312437","https://openalex.org/W4385128080","https://openalex.org/W4386710916","https://openalex.org/W4391953944","https://openalex.org/W4392862865","https://openalex.org/W4395083639","https://openalex.org/W4399993574","https://openalex.org/W4400741685","https://openalex.org/W4401112461","https://openalex.org/W4403102965","https://openalex.org/W4408614757"],"related_works":[],"abstract_inverted_index":{"In":[0],"the":[1,32,70,94,124,166,170,175,202,215],"evolving":[2],"landscape":[3],"of":[4,35,69,196,204,217,221,241],"vocational":[5,36,146,246],"education,":[6],"enhancing":[7,110],"quality":[8,33,243],"requires":[9],"accurate,":[10],"timely,":[11],"and":[12,42,62,72,87,109,181,211,223,236],"data-driven":[13],"evaluation":[14],"mechanisms":[15],"that":[16,208],"transcend":[17],"traditional":[18,191],"assessment":[19,34],"methods.":[20],"This":[21],"research":[22],"presents":[23],"an":[24,194,205],"AI-powered":[25,228],"Feedback":[26],"Analytics":[27],"Engine":[28],"designed":[29],"to":[30,126,144,213],"optimize":[31],"education":[37,147],"by":[38],"systematically":[39],"collecting,":[40],"processing,":[41],"analyzing":[43],"feedback":[44,125,232],"from":[45,53],"diverse":[46],"educational":[47],"sources.":[48],"The":[49,183,198,227],"system":[50,60],"aggregates":[51],"data":[52,76,91,159],"student":[54],"surveys,":[55],"instructor":[56],"evaluations,":[57],"learning":[58,73],"management":[59],"logs,":[61],"classroom":[63],"observations,":[64],"enabling":[65],"a":[66,238],"holistic":[67],"view":[68],"teaching":[71],"environment.":[74],"Textual":[75],"is":[77,100,115,142],"preprocessed":[78],"using":[79,117],"natural":[80],"language":[81],"techniques":[82],"(NLP),":[83],"such":[84],"as":[85],"cleaning":[86],"tokenization.":[88],"To":[89],"address":[90],"imbalance":[92],"challenges,":[93],"Synthetic":[95],"Minority":[96],"Over-sampling":[97],"Technique":[98],"(SMOTE)":[99],"employed,":[101],"ensuring":[102],"equal":[103],"representation":[104],"across":[105,154],"various":[106],"performance":[107],"levels":[108],"model":[111,141,167],"generalizability.":[112],"Feature":[113],"extraction":[114],"performed":[116],"Word2Vec,":[118],"which":[119,149],"captures":[120],"semantic":[121],"relationships":[122],"within":[123,174],"generate":[127],"rich":[128],"vector":[129],"representations.":[130],"A":[131],"Modified":[132],"Migrating":[133],"Birds":[134],"Optimizer-driven":[135],"Attention-based":[136],"Recurrent":[137],"neural":[138],"network":[139],"(MMB-Att-RNN)":[140],"used":[143],"evaluate":[145],"quality,":[148],"enables":[150,209],"collaborative,":[151],"distributed":[152],"training":[153],"multiple":[155],"institutions":[156],"while":[157],"preserving":[158],"privacy.":[160],"An":[161],"integrated":[162],"attention":[163],"mechanism":[164],"helps":[165],"focus":[168],"on":[169],"most":[171],"relevant":[172,234],"features":[173],"feedback,":[176],"thereby":[177],"improving":[178],"prediction":[179],"accuracy":[180,195],"interpretability.":[182],"proposed":[184],"engine":[185],"demonstrates":[186],"superior":[187],"performance,":[188],"significantly":[189],"outperforming":[190],"models":[192],"with":[193],"98.42%.":[197],"results":[199],"appear":[200],"in":[201,245],"form":[203],"interactive":[206],"dashboard":[207],"educators":[210],"administrators":[212],"track":[214],"effectiveness":[216],"their":[218],"instruction,":[219],"areas":[220],"improvement,":[222],"evidence-based":[224],"decision":[225],"making.":[226],"framework":[229],"converts":[230],"raw":[231],"into":[233],"intelligence":[235],"prepares":[237],"new":[239],"standard":[240],"constant":[242],"improvement":[244],"education.":[247]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-10T00:00:00"}
