{"id":"https://openalex.org/W4405948579","doi":"https://doi.org/10.3390/systems13010011","title":"Unveiling the Multifaceted Driving Mechanism of Digital Transformation in the Construction Industry: A System Adaptation Perspective","display_name":"Unveiling the Multifaceted Driving Mechanism of Digital Transformation in the Construction Industry: A System Adaptation Perspective","publication_year":2024,"publication_date":"2024-12-28","ids":{"openalex":"https://openalex.org/W4405948579","doi":"https://doi.org/10.3390/systems13010011"},"language":"en","primary_location":{"id":"doi:10.3390/systems13010011","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems13010011","pdf_url":"https://www.mdpi.com/2079-8954/13/1/11/pdf?version=1735389238","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2079-8954/13/1/11/pdf?version=1735389238","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067448165","display_name":"Mengqi Yuan","orcid":"https://orcid.org/0000-0002-2471-5145"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengqi Yuan","raw_affiliation_strings":["Institute for Digital Transformation, China University of Petroleum, Qingdao 266580, China","Institute of Energy Economics and Policy, China University of Petroleum, Qingdao 266580, China","School of Economics and Management, China University of Petroleum, Qingdao 266580, China"],"raw_orcid":"https://orcid.org/0000-0002-2471-5145","affiliations":[{"raw_affiliation_string":"Institute for Digital Transformation, China University of Petroleum, Qingdao 266580, China","institution_ids":["https://openalex.org/I4210162190"]},{"raw_affiliation_string":"Institute of Energy Economics and Policy, China University of Petroleum, Qingdao 266580, China","institution_ids":["https://openalex.org/I4210162190"]},{"raw_affiliation_string":"School of Economics and Management, China University of Petroleum, Qingdao 266580, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Wenfei Zang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenfei Zang","raw_affiliation_strings":["School of Economics and Management, China University of Petroleum, Qingdao 266580, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics and Management, China University of Petroleum, Qingdao 266580, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100408782","display_name":"Long Li","orcid":"https://orcid.org/0000-0002-7848-9980"},"institutions":[{"id":"https://openalex.org/I44468530","display_name":"Qingdao University of Technology","ror":"https://ror.org/01qzc0f54","country_code":"CN","type":"education","lineage":["https://openalex.org/I44468530"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Long Li","raw_affiliation_strings":["School of Management Engineering, Qingdao University of Technology, Qingdao 266520, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Management Engineering, Qingdao University of Technology, Qingdao 266520, China","institution_ids":["https://openalex.org/I44468530"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059285555","display_name":"Ziwei Yi","orcid":"https://orcid.org/0009-0003-0260-4414"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Ziwei Yi","raw_affiliation_strings":["China Construction Harbour and Channel Engineering Bureau Group Co., Ltd., Qingdao 266520, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Construction Harbour and Channel Engineering Bureau Group Co., Ltd., Qingdao 266520, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5059285555","https://openalex.org/A5100408782"],"corresponding_institution_ids":["https://openalex.org/I44468530"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2728},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2728},"fwci":1.0185,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.78062126,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"13","issue":"1","first_page":"11","last_page":"11"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9933000206947327,"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":0.9933000206947327,"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/T14306","display_name":"Technology Assessment and Management","score":0.958299994468689,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T13181","display_name":"Economic and Technological Systems Analysis","score":0.9455000162124634,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.8167406320571899},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.7589857578277588},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.7187763452529907},{"id":"https://openalex.org/keywords/digital-transformation","display_name":"Digital transformation","score":0.6951422691345215},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.5360904335975647},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.38955357670783997},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.384011447429657},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.2914777100086212},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2355370819568634},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.15820711851119995},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.10236537456512451},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.07300549745559692},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.06625112891197205},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.05536860227584839}],"concepts":[{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.8167406320571899},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.7589857578277588},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.7187763452529907},{"id":"https://openalex.org/C126082660","wikidata":"https://www.wikidata.org/wiki/Q4252370","display_name":"Digital transformation","level":2,"score":0.6951422691345215},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.5360904335975647},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.38955357670783997},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.384011447429657},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2914777100086212},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2355370819568634},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.15820711851119995},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.10236537456512451},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.07300549745559692},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.06625112891197205},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.05536860227584839},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/systems13010011","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems13010011","pdf_url":"https://www.mdpi.com/2079-8954/13/1/11/pdf?version=1735389238","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:450e3dab2ffa46b79d77a3e9d0640532","is_oa":false,"landing_page_url":"https://doaj.org/article/450e3dab2ffa46b79d77a3e9d0640532","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Systems, Vol 13, Iss 1, p 11 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/systems13010011","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems13010011","pdf_url":"https://www.mdpi.com/2079-8954/13/1/11/pdf?version=1735389238","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1354669897","display_name":null,"funder_award_id":"2022RW036","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G2296456150","display_name":null,"funder_award_id":"22CX06069A","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G2890207574","display_name":null,"funder_award_id":"ZR2021QG046","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G4419437957","display_name":null,"funder_award_id":"ZR2023QG100","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G5161238827","display_name":null,"funder_award_id":"22CX06069A","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G5760806744","display_name":null,"funder_award_id":"2022RW036","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G7048783733","display_name":null,"funder_award_id":"ZR2021QG046","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G8673778757","display_name":null,"funder_award_id":"ZR2023QG100","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4405948579.pdf","grobid_xml":"https://content.openalex.org/works/W4405948579.grobid-xml"},"referenced_works_count":57,"referenced_works":["https://openalex.org/W1993760488","https://openalex.org/W2012395052","https://openalex.org/W2027745689","https://openalex.org/W2050091520","https://openalex.org/W2107031757","https://openalex.org/W2416532885","https://openalex.org/W2516979090","https://openalex.org/W2527709680","https://openalex.org/W2792463724","https://openalex.org/W2804804101","https://openalex.org/W2904649625","https://openalex.org/W2912800036","https://openalex.org/W2978346165","https://openalex.org/W3001710394","https://openalex.org/W3005664184","https://openalex.org/W3006427840","https://openalex.org/W3011505926","https://openalex.org/W3013427920","https://openalex.org/W3088283486","https://openalex.org/W3095317921","https://openalex.org/W3159209420","https://openalex.org/W3159480376","https://openalex.org/W3177301419","https://openalex.org/W3188405478","https://openalex.org/W3200080442","https://openalex.org/W3203002385","https://openalex.org/W3205577566","https://openalex.org/W3207885496","https://openalex.org/W3209324647","https://openalex.org/W4220905335","https://openalex.org/W4220969267","https://openalex.org/W4221064723","https://openalex.org/W4285982416","https://openalex.org/W4289776298","https://openalex.org/W4291814657","https://openalex.org/W4292451858","https://openalex.org/W4294753894","https://openalex.org/W4297722265","https://openalex.org/W4313367799","https://openalex.org/W4377027694","https://openalex.org/W4377115674","https://openalex.org/W4378373079","https://openalex.org/W4382722158","https://openalex.org/W4384461192","https://openalex.org/W4385152095","https://openalex.org/W4387923829","https://openalex.org/W4388163799","https://openalex.org/W4389352410","https://openalex.org/W4389737125","https://openalex.org/W4393937367","https://openalex.org/W4394620498","https://openalex.org/W4398209047","https://openalex.org/W4400491287","https://openalex.org/W4401466923","https://openalex.org/W4402438202","https://openalex.org/W4405155699","https://openalex.org/W6727886717"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2018871932","https://openalex.org/W641279757","https://openalex.org/W2382997850","https://openalex.org/W370975646","https://openalex.org/W1670566515","https://openalex.org/W2377797706","https://openalex.org/W3113483414","https://openalex.org/W3128162709","https://openalex.org/W3022432941"],"abstract_inverted_index":{"Various":[0],"industries":[1],"see":[2],"digital":[3,40],"transformation":[4,226],"(DT)":[5],"as":[6],"the":[7,25,36,44,48,61,66,77,94,120,140,144,164,175,181,185,188,192,205,209,218,233,247,257],"pillar":[8],"to":[9,59,92,118,138,216,236,245],"coping":[10],"with":[11,114],"intensified":[12],"competition,":[13],"energy":[14],"crises,":[15],"and":[16,30,42,64,76,142,153,167,187,200,227],"climate":[17],"change.":[18],"As":[19],"a":[20,56,88,115],"critical":[21],"sector":[22],"for":[23,202,256],"DT,":[24],"construction":[26,95,176,206],"industry\u2019s":[27,96],"project-oriented":[28],"paradigm":[29],"immature":[31],"industrialized":[32],"production":[33],"method":[34],"limit":[35],"research":[37,104,195],"on":[38,151],"emerging":[39],"technology":[41],"ignore":[43],"theoretical":[45,254],"mechanism.":[46,68],"Through":[47],"lens":[49],"of":[50,131,146,180,211,221,249,259],"system":[51],"adaptability,":[52],"this":[53,230],"study":[54,231],"proposes":[55],"multifaceted":[57],"model":[58],"examine":[60,154],"DT":[62,97,152,222],"effectiveness":[63,220],"unveil":[65],"driving":[67,224],"(1)":[69],"An":[70],"extensive":[71],"literature":[72],"review,":[73],"action":[74],"research,":[75,113],"nominal":[78],"group":[79],"technique":[80],"identified":[81],"21":[82],"determinants,":[83],"which":[84],"were":[85],"categorized":[86],"into":[87],"technological\u2013organizational\u2013environmental":[89],"(TOE)":[90],"framework":[91,235],"analyze":[93,139,143],"determinants":[98,147,162,238],"from":[99,107,148,239],"multiple":[100,240],"dimensions.":[101,241],"(2)":[102],"This":[103],"utilizes":[105],"data":[106],"272":[108],"respondents":[109],"collected":[110],"through":[111,129],"field":[112],"survey":[116],"designed":[117],"measure":[119],"relationships":[121],"among":[122],"variables.":[123],"(3)":[124],"Structural":[125],"equation":[126],"modeling":[127],"(SEM)":[128],"Analysis":[130],"Moment":[132],"Structures":[133],"(AMOSs)":[134],"has":[135],"been":[136],"used":[137],"hypotheses":[141],"impact":[145],"various":[149],"dimensions":[150,169,215],"their":[155,250],"influence":[156,179],"pathways.":[157],"The":[158,178,194],"results":[159],"indicate":[160],"that":[161],"in":[163,174,204],"technological,":[165],"organizational,":[166],"environmental":[168],"positively":[170],"affect":[171],"DT\u2019s":[172],"success":[173],"industry.":[177],"technological":[182],"dimension":[183,190],"is":[184,191],"strongest,":[186],"organizational":[189],"weakest.":[193],"findings":[196],"offer":[197],"valuable":[198],"recommendations":[199],"insights":[201,255],"stakeholders":[203],"industry,":[207],"highlighting":[208],"importance":[210],"considering":[212],"these":[213],"three":[214],"enhance":[217],"overall":[219],"when":[223],"industry":[225],"upgrading.":[228],"Additionally,":[229],"uses":[232],"TOE":[234],"reveal":[237],"It":[242],"combines":[243],"SEM":[244],"explore":[246],"pathways":[248],"effects,":[251],"offering":[252],"key":[253],"body":[258],"knowledge.":[260]},"counts_by_year":[{"year":2025,"cited_by_count":5}],"updated_date":"2026-08-28T12:50:07.497085","created_date":"2025-10-10T00:00:00"}
