{"id":"https://openalex.org/W7167465472","doi":"https://doi.org/10.13052/jwe1540-9589.2559","title":"Evaluation of the Usability of a Web Application for AI-Enhanced Multilingual Learning Platform: Based on the Indicator System of Language Cognitive Load Learning Efficiency","display_name":"Evaluation of the Usability of a Web Application for AI-Enhanced Multilingual Learning Platform: Based on the Indicator System of Language Cognitive Load Learning Efficiency","publication_year":2026,"publication_date":"2026-07-06","ids":{"openalex":"https://openalex.org/W7167465472","doi":"https://doi.org/10.13052/jwe1540-9589.2559"},"language":null,"primary_location":{"id":"doi:10.13052/jwe1540-9589.2559","is_oa":true,"landing_page_url":"https://doi.org/10.13052/jwe1540-9589.2559","pdf_url":"https://journals.riverpublishers.com/index.php/JWE/article/download/31887/24012","source":{"id":"https://openalex.org/S114499935","display_name":"Journal of Web Engineering","issn_l":"1540-9589","issn":["1540-9589","1544-5976"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4366111290","host_organization_name":"River Publishers","host_organization_lineage":["https://openalex.org/P4366111290"],"host_organization_lineage_names":["River Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Web Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://journals.riverpublishers.com/index.php/JWE/article/download/31887/24012","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040976660","display_name":"Rui Zhang","orcid":"https://orcid.org/0000-0003-0002-5593"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Zhang","raw_affiliation_strings":["School of Education, Hengxing University, Shandong, Qingdao 266100, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Education, Hengxing University, Shandong, Qingdao 266100, China","institution_ids":["https://openalex.org/I108688024"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5140093936","display_name":"Zinan Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zinan Wang","raw_affiliation_strings":["School of Education, Hengxing University, Shandong, Qingdao 266100, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Education, Hengxing University, Shandong, Qingdao 266100, China","institution_ids":["https://openalex.org/I108688024"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101616077","display_name":"Jing He","orcid":"https://orcid.org/0000-0001-9810-0111"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing He","raw_affiliation_strings":["School of Humanities, Hengxing University, Shandong, Qingdao 266100, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Humanities, Hengxing University, Shandong, Qingdao 266100, China","institution_ids":["https://openalex.org/I108688024"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5140134386","display_name":"Bing Li","orcid":null},"institutions":[{"id":"https://openalex.org/I4210166499","display_name":"Henan Polytechnic University","ror":"https://ror.org/05vr1c885","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210166499"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bing Li","raw_affiliation_strings":["College of Modern Information Technology, Henan Polytechnic, Zheng Zhou 450046, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Modern Information Technology, Henan Polytechnic, Zheng Zhou 450046, China","institution_ids":["https://openalex.org/I4210166499"]}]}],"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":0.91960021,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10470","display_name":"Usability and User Interface Design","score":0.10289999842643738,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10470","display_name":"Usability and User Interface Design","score":0.10289999842643738,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.0917000025510788,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14182","display_name":"Technology-Enhanced Education Studies","score":0.03579999879002571,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.7886999845504761},{"id":"https://openalex.org/keywords/web-application","display_name":"Web application","score":0.4611999988555908},{"id":"https://openalex.org/keywords/cognitive-load","display_name":"Cognitive load","score":0.42149999737739563},{"id":"https://openalex.org/keywords/web-modeling","display_name":"Web modeling","score":0.41760000586509705},{"id":"https://openalex.org/keywords/web-usability","display_name":"Web usability","score":0.3529999852180481},{"id":"https://openalex.org/keywords/cognitive-walkthrough","display_name":"Cognitive walkthrough","score":0.34790000319480896},{"id":"https://openalex.org/keywords/usability-inspection","display_name":"Usability inspection","score":0.33550000190734863}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8087999820709229},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.7886999845504761},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46860000491142273},{"id":"https://openalex.org/C118643609","wikidata":"https://www.wikidata.org/wiki/Q189210","display_name":"Web application","level":2,"score":0.4611999988555908},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4327999949455261},{"id":"https://openalex.org/C61641136","wikidata":"https://www.wikidata.org/wiki/Q1107019","display_name":"Cognitive load","level":3,"score":0.42149999737739563},{"id":"https://openalex.org/C130436687","wikidata":"https://www.wikidata.org/wiki/Q7978591","display_name":"Web modeling","level":3,"score":0.41760000586509705},{"id":"https://openalex.org/C4237393","wikidata":"https://www.wikidata.org/wiki/Q1636686","display_name":"Web usability","level":3,"score":0.3529999852180481},{"id":"https://openalex.org/C87105883","wikidata":"https://www.wikidata.org/wiki/Q1107002","display_name":"Cognitive walkthrough","level":4,"score":0.34790000319480896},{"id":"https://openalex.org/C23456302","wikidata":"https://www.wikidata.org/wiki/Q7901668","display_name":"Usability inspection","level":4,"score":0.33550000190734863},{"id":"https://openalex.org/C2777382242","wikidata":"https://www.wikidata.org/wiki/Q6017816","display_name":"Index (typography)","level":2,"score":0.32199999690055847},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.31869998574256897},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3003000020980835},{"id":"https://openalex.org/C35578498","wikidata":"https://www.wikidata.org/wiki/Q193424","display_name":"Web service","level":2,"score":0.2718000113964081},{"id":"https://openalex.org/C100302975","wikidata":"https://www.wikidata.org/wiki/Q1642623","display_name":"Usability engineering","level":3,"score":0.2676999866962433},{"id":"https://openalex.org/C62993174","wikidata":"https://www.wikidata.org/wiki/Q2928808","display_name":"Usability goals","level":4,"score":0.2648000121116638},{"id":"https://openalex.org/C10431821","wikidata":"https://www.wikidata.org/wiki/Q6510174","display_name":"Learning effect","level":2,"score":0.2646999955177307},{"id":"https://openalex.org/C21959979","wikidata":"https://www.wikidata.org/wiki/Q36774","display_name":"Web page","level":2,"score":0.2572999894618988},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.2556000053882599},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.2524999976158142}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.13052/jwe1540-9589.2559","is_oa":true,"landing_page_url":"https://doi.org/10.13052/jwe1540-9589.2559","pdf_url":"https://journals.riverpublishers.com/index.php/JWE/article/download/31887/24012","source":{"id":"https://openalex.org/S114499935","display_name":"Journal of Web Engineering","issn_l":"1540-9589","issn":["1540-9589","1544-5976"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4366111290","host_organization_name":"River Publishers","host_organization_lineage":["https://openalex.org/P4366111290"],"host_organization_lineage_names":["River Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Web Engineering","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.13052/jwe1540-9589.2559","is_oa":true,"landing_page_url":"https://doi.org/10.13052/jwe1540-9589.2559","pdf_url":"https://journals.riverpublishers.com/index.php/JWE/article/download/31887/24012","source":{"id":"https://openalex.org/S114499935","display_name":"Journal of Web Engineering","issn_l":"1540-9589","issn":["1540-9589","1544-5976"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4366111290","host_organization_name":"River Publishers","host_organization_lineage":["https://openalex.org/P4366111290"],"host_organization_lineage_names":["River Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Web Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.5035576224327087,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7167465472.pdf","grobid_xml":"https://content.openalex.org/works/W7167465472.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0,79],"paper":[1],"focuses":[2],"on":[3,208],"the":[4,10,16,26,35,42,112,129,133,139,143,152,157,164,168,171,175,179,183,195,198],"many":[5],"problems":[6],"that":[7,128],"exist":[8],"in":[9,151],"evaluation":[11,45,59,73,134,144],"of":[12,18,37,44,115,142,145,154,163,227],"AI":[13,228],"to":[14,49,85,98,118,174,213,229],"improve":[15,138,230],"usability":[17,225],"Web":[19,90,108,116,146,165,176,203,233],"applications":[20,91,117],"for":[21,202,221],"multilingual":[22,155,231],"learning":[23,31,67,83,100,186,232],"platforms,":[24],"including":[25],"poor":[27],"alignment":[28],"effect":[29],"between":[30],"efficiency":[32,68,187],"and":[33,41,66,69,92,102,121,132,188,197,224],"usability,":[34],"imbalance":[36],"cognitive":[38,64,103,158],"load":[39,65,159],"regulation,":[40],"singularity":[43],"indicators.":[46],"In":[47],"order":[48],"solve":[50],"these":[51],"problems,":[52],"this":[53],"study":[54],"innovatively":[55],"constructs":[56],"a":[57,71],"multi-dimensional":[58],"index":[60,130],"system":[61,131],"integrating":[62],"language":[63,99],"designs":[70],"dynamic":[72],"model":[74,80,135,199],"AILA-WA":[75],"driven":[76],"by":[77],"AI.":[78],"can":[81,93,136],"combine":[82],"algorithms":[84],"interact":[86],"with":[87],"data":[88,96,106],"from":[89,107],"collect":[94],"real-time":[95],"related":[97],"behavior":[101],"state":[104],"feedback":[105],"applications.":[109,204,234],"It":[110],"enables":[111],"optimization":[113,226],"direction":[114],"be":[119],"identified":[120],"accurately":[122],"quantified.":[123],"Subsequent":[124],"experiments":[125],"successfully":[126],"prove":[127],"effectively":[137],"comprehensiveness":[140],"accuracy":[141],"application":[147,166,177],"usability.":[148],"For":[149],"example,":[150],"scenario":[153],"learning,":[156],"fitting":[160],"deviation":[161],"rate":[162],"using":[167,178],"AILA-model":[169],"is":[170,200,211],"best":[172],"compared":[173],"comparative":[180],"model.":[181],"At":[182],"same":[184],"time,":[185],"CSAT":[189],"user":[190],"satisfaction":[191],"are":[192],"also":[193],"at":[194],"level;":[196],"suitable":[201],"System":[205],"response":[206],"delay":[207],"multiple":[209],"terminals":[210],"reduced":[212],"0.3":[214],"s.":[215],"These":[216],"breakthroughs":[217],"provide":[218],"strong":[219],"support":[220],"design":[222],"iteration":[223]},"counts_by_year":[],"updated_date":"2026-07-08T06:17:01.165560","created_date":"2026-07-07T00:00:00"}
