{"id":"https://openalex.org/W4290852294","doi":"https://doi.org/10.2478/jdis-2022-0017","title":"A Morphology-Driven Method for Measuring Technology Complementarity: Empirical Study Involving Alzheimer's Disease","display_name":"A Morphology-Driven Method for Measuring Technology Complementarity: Empirical Study Involving Alzheimer's Disease","publication_year":2022,"publication_date":"2022-08-01","ids":{"openalex":"https://openalex.org/W4290852294","doi":"https://doi.org/10.2478/jdis-2022-0017"},"language":"en","primary_location":{"id":"doi:10.2478/jdis-2022-0017","is_oa":true,"landing_page_url":"https://doi.org/10.2478/jdis-2022-0017","pdf_url":"https://sciendo.com/pdf/10.2478/jdis-2022-0017","source":{"id":"https://openalex.org/S2764801193","display_name":"Journal of Data and Information Science","issn_l":"2096-157X","issn":["2096-157X","2543-683X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311940","host_organization_name":"Chinese Academy of Sciences","host_organization_lineage":["https://openalex.org/P4310311940"],"host_organization_lineage_names":["Chinese Academy of Sciences"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Data and Information Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://sciendo.com/pdf/10.2478/jdis-2022-0017","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035530096","display_name":"Xuefeng Wang","orcid":"https://orcid.org/0000-0002-4857-6944"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]},{"id":"https://openalex.org/I4210161752","display_name":"Beijing Haidian Hospital","ror":"https://ror.org/058x5eq06","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210161752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuefeng Wang","raw_affiliation_strings":["School of Management & Economics , Beijing Institute of Technology , Haidian District , Beijing , China","School of Management & Economics, Beijing Institute of Technology, Haidian District, Beijing 100081, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Management & Economics , Beijing Institute of Technology , Haidian District , Beijing , China","institution_ids":["https://openalex.org/I125839683","https://openalex.org/I4210161752"]},{"raw_affiliation_string":"School of Management & Economics, Beijing Institute of Technology, Haidian District, Beijing 100081, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100358844","display_name":"Rongrong Li","orcid":"https://orcid.org/0000-0002-8767-3026"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]},{"id":"https://openalex.org/I4210161752","display_name":"Beijing Haidian Hospital","ror":"https://ror.org/058x5eq06","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210161752"]},{"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":true,"raw_author_name":"Rongrong Li","raw_affiliation_strings":["School of Economics and Management , China University of Petroleum (East China) , Qingdao , Shandong , China","School of Management & Economics , Beijing Institute of Technology , Haidian District , Beijing , China","School of Management & Economics, Beijing Institute of Technology, Haidian District, Beijing 100081, China","School of Economics and Management, China University of Petroleum (East China), Qingdao, Shandong 266580, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics and Management , China University of Petroleum (East China) , Qingdao , Shandong , China","institution_ids":["https://openalex.org/I4210162190"]},{"raw_affiliation_string":"School of Management & Economics , Beijing Institute of Technology , Haidian District , Beijing , China","institution_ids":["https://openalex.org/I125839683","https://openalex.org/I4210161752"]},{"raw_affiliation_string":"School of Management & Economics, Beijing Institute of Technology, Haidian District, Beijing 100081, China","institution_ids":["https://openalex.org/I125839683"]},{"raw_affiliation_string":"School of Economics and Management, China University of Petroleum (East China), Qingdao, Shandong 266580, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101699189","display_name":"Yuqin Liu","orcid":"https://orcid.org/0000-0003-2779-849X"},"institutions":[{"id":"https://openalex.org/I4210135483","display_name":"Beijing Institute of Graphic Communication","ror":"https://ror.org/03yg3v757","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210135483"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuqin Liu","raw_affiliation_strings":["School of Journalism and Publication , Beijing Institute of Graphic Communication , Daxing District , Beijing , China","School of Journalism and Publication, Beijing Institute of Graphic Communication, Daxing District, Beijing 102600, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Journalism and Publication , Beijing Institute of Graphic Communication , Daxing District , Beijing , China","institution_ids":["https://openalex.org/I4210135483"]},{"raw_affiliation_string":"School of Journalism and Publication, Beijing Institute of Graphic Communication, Daxing District, Beijing 102600, China","institution_ids":["https://openalex.org/I4210135483"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058896884","display_name":"Ming Lei","orcid":"https://orcid.org/0000-0002-5712-3285"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]},{"id":"https://openalex.org/I4210161752","display_name":"Beijing Haidian Hospital","ror":"https://ror.org/058x5eq06","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210161752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ming Lei","raw_affiliation_strings":["School of Management & Economics , Beijing Institute of Technology , Haidian District , Beijing , China","School of Management & Economics, Beijing Institute of Technology, Haidian District, Beijing 100081, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Management & Economics , Beijing Institute of Technology , Haidian District , Beijing , China","institution_ids":["https://openalex.org/I125839683","https://openalex.org/I4210161752"]},{"raw_affiliation_string":"School of Management & Economics, Beijing Institute of Technology, Haidian District, Beijing 100081, China","institution_ids":["https://openalex.org/I125839683"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100358844"],"corresponding_institution_ids":["https://openalex.org/I125839683","https://openalex.org/I4210161752","https://openalex.org/I4210162190"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14659677,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"7","issue":"3","first_page":"20","last_page":"48"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10003","display_name":"Innovation and Knowledge Management","score":0.989799976348877,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and 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"}},"topics":[{"id":"https://openalex.org/T10003","display_name":"Innovation and Knowledge Management","score":0.989799976348877,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and 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/T10856","display_name":"Intellectual Property and Patents","score":0.9810000061988831,"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"}},{"id":"https://openalex.org/T11729","display_name":"Product Development and Customization","score":0.9767000079154968,"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/complementarity","display_name":"Complementarity (molecular biology)","score":0.8728566765785217},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6299744844436646},{"id":"https://openalex.org/keywords/originality","display_name":"Originality","score":0.5647704601287842},{"id":"https://openalex.org/keywords/complementarity-theory","display_name":"Complementarity theory","score":0.4232843518257141},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3431392312049866},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.3385453224182129},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33833521604537964},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17475122213363647},{"id":"https://openalex.org/keywords/qualitative-research","display_name":"Qualitative research","score":0.09327024221420288},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.09285211563110352}],"concepts":[{"id":"https://openalex.org/C202269582","wikidata":"https://www.wikidata.org/wiki/Q2644277","display_name":"Complementarity (molecular biology)","level":2,"score":0.8728566765785217},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6299744844436646},{"id":"https://openalex.org/C2776950860","wikidata":"https://www.wikidata.org/wiki/Q2914681","display_name":"Originality","level":3,"score":0.5647704601287842},{"id":"https://openalex.org/C85404239","wikidata":"https://www.wikidata.org/wiki/Q5156417","display_name":"Complementarity theory","level":3,"score":0.4232843518257141},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3431392312049866},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.3385453224182129},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33833521604537964},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17475122213363647},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.09327024221420288},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.09285211563110352},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.2478/jdis-2022-0017","is_oa":true,"landing_page_url":"https://doi.org/10.2478/jdis-2022-0017","pdf_url":"https://sciendo.com/pdf/10.2478/jdis-2022-0017","source":{"id":"https://openalex.org/S2764801193","display_name":"Journal of Data and Information Science","issn_l":"2096-157X","issn":["2096-157X","2543-683X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311940","host_organization_name":"Chinese Academy of Sciences","host_organization_lineage":["https://openalex.org/P4310311940"],"host_organization_lineage_names":["Chinese Academy of Sciences"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Data and Information Science","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:1dc8f3d8ebfd41a1a43120ecc0b934fb","is_oa":true,"landing_page_url":"https://doaj.org/article/1dc8f3d8ebfd41a1a43120ecc0b934fb","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Data and Information Science, Vol 7, Iss 3, Pp 20-48 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.2478/jdis-2022-0017","is_oa":true,"landing_page_url":"https://doi.org/10.2478/jdis-2022-0017","pdf_url":"https://sciendo.com/pdf/10.2478/jdis-2022-0017","source":{"id":"https://openalex.org/S2764801193","display_name":"Journal of Data and Information Science","issn_l":"2096-157X","issn":["2096-157X","2543-683X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311940","host_organization_name":"Chinese Academy of Sciences","host_organization_lineage":["https://openalex.org/P4310311940"],"host_organization_lineage_names":["Chinese Academy of Sciences"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Data and Information Science","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.47999998927116394,"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17"}],"awards":[{"id":"https://openalex.org/G170684301","display_name":"\u57fa\u4e8eSAO\u8bed\u4e49\u6316\u6398\u7684\u6280\u672f\u7814\u53d1\u5408\u4f5c\u4f19\u4f34\u8bc6\u522b\u4e0e\u9009\u62e9\u65b9\u6cd5\u7814\u7a76","funder_award_id":"71774012","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2260662869","display_name":null,"funder_award_id":"72104246","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5418101360","display_name":null,"funder_award_id":"GHJ-ZLZX-2019-42","funder_id":"https://openalex.org/F4320321133","funder_display_name":"Chinese Academy of Sciences"},{"id":"https://openalex.org/G724917336","display_name":"\u5f00\u653e\u6570\u636e\u73af\u5883\u4e0b\u6280\u672f\u4e13\u5bb6\u5b9a\u4f4d\u4e0e\u8bc4\u4f30\u65b9\u6cd5\u7814\u7a76","funder_award_id":"71673024","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8438458530","display_name":null,"funder_award_id":"22CX04010B","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321133","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4290852294.pdf","grobid_xml":"https://content.openalex.org/works/W4290852294.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W1659833910","https://openalex.org/W1972137350","https://openalex.org/W1998871699","https://openalex.org/W2009634724","https://openalex.org/W2017909259","https://openalex.org/W2021631543","https://openalex.org/W2034435428","https://openalex.org/W2051388479","https://openalex.org/W2057923028","https://openalex.org/W2059804181","https://openalex.org/W2065247113","https://openalex.org/W2067968153","https://openalex.org/W2074778945","https://openalex.org/W2087712586","https://openalex.org/W2115259143","https://openalex.org/W2115871101","https://openalex.org/W2117142820","https://openalex.org/W2150730101","https://openalex.org/W2170033684","https://openalex.org/W2290034161","https://openalex.org/W2336414332","https://openalex.org/W2597646369","https://openalex.org/W2780548815","https://openalex.org/W2793391328","https://openalex.org/W2804530216","https://openalex.org/W2938849667","https://openalex.org/W3124829139","https://openalex.org/W4252004998"],"related_works":["https://openalex.org/W1972915776","https://openalex.org/W2276648117","https://openalex.org/W2365022651","https://openalex.org/W2084792246","https://openalex.org/W819098253","https://openalex.org/W1107289","https://openalex.org/W2085014864","https://openalex.org/W2350200292","https://openalex.org/W2011175430","https://openalex.org/W2765841216"],"abstract_inverted_index":{"Abstract":[0],"Purpose":[1],"Measuring":[2],"the":[3,54,97,118,126,153,167,174,193,241],"exact":[4],"technology":[5,15,29,72,85,110,119,127,138,175,228,245,258],"complementarity":[6,128,139,203,229,259],"between":[7,42,129,195],"different":[8,115,130],"institutions":[9,131],"is":[10,91,99,122,144],"necessary":[11],"to":[12,107,124,182],"obtain":[13],"complementary":[14,244],"resources":[16],"for":[17,27,114,152,226,235,257],"R&D":[18],"cooperation.":[19],"Design/methodology/approach":[20],"This":[21,215],"study":[22,216,248],"constructs":[23],"a":[24,64,84,147,252],"morphology-driven":[25,224,255],"method":[26,140,197,205,225,256],"measuring":[28,227],"complementarity,":[30],"taking":[31],"medical":[32,218],"field":[33,219],"as":[34,220],"an":[35,221],"example.":[36,222],"First,":[37],"we":[38,69,162,190],"calculate":[39],"semantic":[40,65],"similarities":[41],"subjects":[43,102],"(S":[44],"and":[45,47,50,60,74,81,96,112,149,165,178,187,198,200,210,233,250],"S)":[46],"action-objects":[48],"(AO":[49],"AO)":[51],"based":[52,62,76,132,141,206],"on":[53,63,77,133,142,207],"Metathesaurus,":[55],"forming":[56],"clusters":[57,78],"of":[58,79,88,146,243],"S":[59,80],"AO":[61],"similarity":[66],"matrix.":[67],"Second,":[68],"identify":[70,166],"key":[71,109,184],"issues":[73,111,186],"methods":[75,113,181],"AO.":[82],"Third,":[83],"morphology":[86,94,120,176],"matrix":[87,98,121],"several":[89],"dimensions":[90],"constructed":[92],"using":[93],"analysis,":[95],"filled":[100],"with":[101],"-action-objects":[103],"(SAO)":[104],"structures":[105,169],"according":[106],"corresponding":[108],"institutions.":[116],"Finally,":[117],"used":[123,202],"measure":[125],"SAO.":[134],"Findings":[135],"The":[136,223],"improved":[137],"SAO":[143,168],"more":[145,253],"supplementary":[148],"refined":[150],"framework":[151],"traditional":[154,199],"IPC":[155],"method.":[156],"Research":[157],"limitations":[158],"In":[159],"future":[160],"studies":[161],"will":[163,191],"reprocess":[164],"which":[170],"were":[171],"not":[172],"in":[173],"matrix,":[177],"find":[179],"other":[180],"characterize":[183],"technical":[185],"methods.":[188],"Furthermore,":[189],"add":[192],"comparison":[194],"proposed":[196],"mostly":[201],"measurement":[204],"industry":[208,211],"chain":[209],"code.":[212],"Practical":[213],"implications":[214],"takes":[217],"can":[230],"be":[231],"migrated":[232],"applied":[234],"any":[236],"given":[237],"field.":[238],"Originality/value":[239],"From":[240],"perspective":[242],"resources,":[246],"this":[247],"develops":[249],"tests":[251],"accurate":[254],"measurement.":[260]},"counts_by_year":[],"updated_date":"2026-06-06T09:05:17.133730","created_date":"2025-10-10T00:00:00"}