{"id":"https://openalex.org/W4409955585","doi":"https://doi.org/10.1177/14727978241299655","title":"Empirical study on the efficacy of engineering education via an AI-driven adaptive learning environment for architectural structural analysis","display_name":"Empirical study on the efficacy of engineering education via an AI-driven adaptive learning environment for architectural structural analysis","publication_year":2024,"publication_date":"2024-11-18","ids":{"openalex":"https://openalex.org/W4409955585","doi":"https://doi.org/10.1177/14727978241299655"},"language":"en","primary_location":{"id":"doi:10.1177/14727978241299655","is_oa":false,"landing_page_url":"https://doi.org/10.1177/14727978241299655","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/A5111834721","display_name":"Chunyan Liu","orcid":"https://orcid.org/0000-0003-0343-5897"},"institutions":[{"id":"https://openalex.org/I55654194","display_name":"Inner Mongolia University of Technology","ror":"https://ror.org/05564e019","country_code":"CN","type":"education","lineage":["https://openalex.org/I55654194"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunyan Liu","raw_affiliation_strings":["Architecture Department of Inner Mongolia University of Technology, Hohhot, China"],"affiliations":[{"raw_affiliation_string":"Architecture Department of Inner Mongolia University of Technology, Hohhot, China","institution_ids":["https://openalex.org/I55654194"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109890128","display_name":"Z. T. Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I22046295","display_name":"Inner Mongolia Normal University","ror":"https://ror.org/0497ase59","country_code":"CN","type":"education","lineage":["https://openalex.org/I22046295"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhifen Sun","raw_affiliation_strings":["College of Geographic Sciences, Inner Mongolia Normal University, Hohhot, China"],"affiliations":[{"raw_affiliation_string":"College of Geographic Sciences, Inner Mongolia Normal University, Hohhot, China","institution_ids":["https://openalex.org/I22046295"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5109890128"],"corresponding_institution_ids":["https://openalex.org/I22046295"],"apc_list":null,"apc_paid":null,"fwci":1.3144,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.80051472,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"25","issue":"2","first_page":"1417","last_page":"1431"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11006","display_name":"BIM and Construction Integration","score":0.9075000286102295,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T11006","display_name":"BIM and Construction Integration","score":0.9075000286102295,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6187446713447571},{"id":"https://openalex.org/keywords/adaptive-learning","display_name":"Adaptive learning","score":0.4414667785167694},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42351973056793213},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.36269474029541016}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6187446713447571},{"id":"https://openalex.org/C125014702","wikidata":"https://www.wikidata.org/wiki/Q4680749","display_name":"Adaptive learning","level":2,"score":0.4414667785167694},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42351973056793213},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.36269474029541016}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/14727978241299655","is_oa":false,"landing_page_url":"https://doi.org/10.1177/14727978241299655","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":23,"referenced_works":["https://openalex.org/W2995077170","https://openalex.org/W3017997836","https://openalex.org/W3210570749","https://openalex.org/W4234690907","https://openalex.org/W4280545754","https://openalex.org/W4285502168","https://openalex.org/W4286518217","https://openalex.org/W4296700648","https://openalex.org/W4310170631","https://openalex.org/W4311164454","https://openalex.org/W4311164913","https://openalex.org/W4312846613","https://openalex.org/W4352981636","https://openalex.org/W4352993933","https://openalex.org/W4360818580","https://openalex.org/W4361207829","https://openalex.org/W4377227441","https://openalex.org/W4377832588","https://openalex.org/W4385078217","https://openalex.org/W4386028671","https://openalex.org/W4388023604","https://openalex.org/W4388441201","https://openalex.org/W4391402618"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"The":[0],"advent":[1],"of":[2,52,71,85,107,151,159,164,172,204,249,259],"artificial":[3],"intelligence":[4],"(AI)":[5],"has":[6,24],"seen":[7],"burgeoning":[8],"applications":[9],"in":[10,15,42,61,214,245,283],"architectural":[11],"structural":[12],"analysis,":[13],"ushering":[14],"both":[16],"opportunities":[17],"and":[18,39,80,88,126,133,167,175,198,227,242,270,280],"complexities":[19],"for":[20,78,90,115,137,148],"engineering":[21,44,108,152,184,250,285],"education.":[22,251],"Emphasis":[23],"recently":[25],"been":[26],"placed":[27],"on":[28,56],"adaptive":[29,57,92,117,142],"learning":[30,58,74,93,118,143,196,207,231,272,281],"environments,":[31],"which":[32],"are":[33,128],"posited":[34],"to":[35,68,98,225,229,275],"augment":[36],"student":[37,199],"outcomes":[38,197],"satisfaction,":[40],"especially":[41],"complex":[43,247],"domains.":[45],"Notwithstanding":[46],"this":[47,100],"shift,":[48],"a":[49,218,266],"considerable":[50],"fraction":[51],"the":[53,69,83,104,138,149,157,160,168,183,202,246,257,284],"scholarly":[54],"discourse":[55],"is":[59,154,212],"rooted":[60],"conventional":[62],"educational":[63,260],"paradigms,":[64],"with":[65,187,217,238],"scant":[66],"attention":[67],"fusion":[70,158],"fuzzy":[72,112,165],"extreme":[73],"machine":[75],"(ELM)":[76],"techniques":[77],"analysis":[79,106],"prediction,":[81],"or":[82],"employment":[84],"knowledge":[86,121,173],"maps":[87,125,174],"spaces":[89],"streamlined":[91],"systematization.":[94],"This":[95,177,252],"study":[96,253],"aims":[97],"address":[99],"lacuna,":[101],"delving":[102],"into":[103],"efficacy":[105],"education,":[109],"underpinned":[110],"by":[111],"ELM.":[113],"Methodologies":[114],"sculpting":[116],"atmospheres":[119],"using":[120],"structures,":[122],"such":[123],"as":[124],"spaces,":[127],"also":[129,193,263],"examined,":[130],"suggesting":[131],"refined":[132],"precise":[134],"pedagogical":[135],"strategies":[136,171],"field.":[139],"An":[140],"innovative":[141],"environment":[144,248],"framework":[145],"specifically":[146],"designed":[147],"field":[150],"education":[153,185],"proposed":[155],"through":[156,201],"predictive":[161],"analytics":[162],"capabilities":[163],"ELM":[166],"efficient":[169],"construction":[170],"spaces.":[176],"research":[178],"outcome":[179],"not":[180,254],"only":[181,255],"furnishes":[182],"sector":[186],"an":[188],"inventive":[189],"teaching":[190,278],"strategy":[191],"but":[192,262],"significantly":[194],"enhances":[195],"satisfaction":[200],"optimization":[203],"highly":[205],"personalized":[206],"paths.":[208],"Its":[209],"profound":[210],"impact":[211],"manifested":[213],"providing":[215],"educators":[216],"scientific,":[219],"data-driven":[220],"decision-making":[221],"tool,":[222],"enabling":[223],"them":[224],"predict":[226],"respond":[228],"students\u2019":[230],"needs":[232],"more":[233,267],"accurately,":[234],"thereby":[235],"fostering":[236],"engineers":[237],"greater":[239],"innovation":[240],"capacity":[241],"practical":[243],"skills":[244],"propels":[256],"development":[258],"technology":[261],"offers":[264],"students":[265],"personalized,":[268],"efficient,":[269],"dynamic":[271],"experience,":[273],"promising":[274],"substantially":[276],"elevate":[277],"quality":[279],"effectiveness":[282],"domain.":[286]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4}],"updated_date":"2026-04-04T08:04:53.788161","created_date":"2025-10-10T00:00:00"}