{"id":"https://openalex.org/W3037558128","doi":"https://doi.org/10.1109/tem.2020.2994049","title":"Identifying and Assessing Innovation Pathways for Emerging Technologies: A Hybrid Approach Based on Text Mining and Altmetrics","display_name":"Identifying and Assessing Innovation Pathways for Emerging Technologies: A Hybrid Approach Based on Text Mining and Altmetrics","publication_year":2020,"publication_date":"2020-06-24","ids":{"openalex":"https://openalex.org/W3037558128","doi":"https://doi.org/10.1109/tem.2020.2994049","mag":"3037558128"},"language":"en","primary_location":{"id":"doi:10.1109/tem.2020.2994049","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tem.2020.2994049","pdf_url":null,"source":{"id":"https://openalex.org/S154533451","display_name":"IEEE Transactions on Engineering Management","issn_l":"0018-9391","issn":["0018-9391","1558-0040"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Engineering Management","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/A5101578378","display_name":"Xiao Zhou","orcid":"https://orcid.org/0000-0001-5289-4876"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Zhou","raw_affiliation_strings":["School of Economics and Management, Xidian University, Xi'an, China","an, China","School of Economics and Management, Xidian University, Xi&#x0027"],"raw_orcid":"https://orcid.org/0000-0001-5289-4876","affiliations":[{"raw_affiliation_string":"School of Economics and Management, Xidian University, Xi'an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"an, China","institution_ids":[]},{"raw_affiliation_string":"School of Economics and Management, Xidian University, Xi&#x0027","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100723620","display_name":"Ying Guo","orcid":"https://orcid.org/0000-0001-9846-9875"},"institutions":[{"id":"https://openalex.org/I177955009","display_name":"China University of Political Science and Law","ror":"https://ror.org/00e49gy82","country_code":"CN","type":"education","lineage":["https://openalex.org/I177955009"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Guo","raw_affiliation_strings":["Business School, China University of Political Science and Law, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-9846-9875","affiliations":[{"raw_affiliation_string":"Business School, China University of Political Science and Law, Beijing, China","institution_ids":["https://openalex.org/I177955009"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046028983","display_name":"Fangshun Li","orcid":"https://orcid.org/0000-0002-3454-6541"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fangshun Li","raw_affiliation_strings":["School of Economics and Management, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics and Management, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jin Wang","orcid":"https://orcid.org/0000-0001-5880-8932"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jin Wang","raw_affiliation_strings":["School of Management and Economics, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-5880-8932","affiliations":[{"raw_affiliation_string":"School of Management and Economics, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059511706","display_name":"Huanan Wei","orcid":"https://orcid.org/0000-0003-0191-2792"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huanan Wei","raw_affiliation_strings":["School of Management and Economics, Beijing Institute of Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Management and Economics, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101840490","display_name":"Miaomiao Yu","orcid":null},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Miaomiao Yu","raw_affiliation_strings":["School of Management and Economics, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-3438-2425","affiliations":[{"raw_affiliation_string":"School of Management and Economics, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101414073","display_name":"Siliang Chen","orcid":"https://orcid.org/0000-0002-7632-8040"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siliang Chen","raw_affiliation_strings":["School of Economics and Management, Xidian University, Xi'an, China","School of Economics and Management, Xidian University, Xi&#x0027","an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Xidian University, Xi'an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"School of Economics and Management, Xidian University, Xi&#x0027","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"an, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.8151,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.68058032,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"68","issue":"5","first_page":"1360","last_page":"1371"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10211","display_name":"Computational Drug Discovery Methods","score":0.9559000134468079,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T12659","display_name":"Innovation Diffusion and Forecasting","score":0.9463000297546387,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/altmetrics","display_name":"Altmetrics","score":0.6902408599853516},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5826422572135925},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5775630474090576},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5646518468856812},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.49405959248542786},{"id":"https://openalex.org/keywords/societal-impact-of-nanotechnology","display_name":"Societal impact of nanotechnology","score":0.4493716359138489},{"id":"https://openalex.org/keywords/emerging-technologies","display_name":"Emerging technologies","score":0.4297310709953308},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.42852577567100525},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.42258399724960327},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.38957351446151733},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2506123185157776},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24250108003616333},{"id":"https://openalex.org/keywords/nanotechnology","display_name":"Nanotechnology","score":0.14597341418266296}],"concepts":[{"id":"https://openalex.org/C2778407487","wikidata":"https://www.wikidata.org/wiki/Q14565201","display_name":"Altmetrics","level":2,"score":0.6902408599853516},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5826422572135925},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5775630474090576},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5646518468856812},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.49405959248542786},{"id":"https://openalex.org/C80783014","wikidata":"https://www.wikidata.org/wiki/Q1754062","display_name":"Societal impact of nanotechnology","level":2,"score":0.4493716359138489},{"id":"https://openalex.org/C207267971","wikidata":"https://www.wikidata.org/wiki/Q120208","display_name":"Emerging technologies","level":2,"score":0.4297310709953308},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.42852577567100525},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.42258399724960327},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.38957351446151733},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2506123185157776},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24250108003616333},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.14597341418266296},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tem.2020.2994049","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tem.2020.2994049","pdf_url":null,"source":{"id":"https://openalex.org/S154533451","display_name":"IEEE Transactions on Engineering Management","issn_l":"0018-9391","issn":["0018-9391","1558-0040"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Engineering Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6499999761581421,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G1915249152","display_name":null,"funder_award_id":"RW180171","funder_id":"https://openalex.org/F4320323230","funder_display_name":"Xidian University"},{"id":"https://openalex.org/G5612339944","display_name":null,"funder_award_id":"71874013","funder_id":"https://openalex.org/F4320335353","funder_display_name":"National Science Foundation of Sri Lanka"},{"id":"https://openalex.org/G621968850","display_name":null,"funder_award_id":"2019JQ-661","funder_id":"https://openalex.org/F4320324173","funder_display_name":"Natural Science Foundation of Shaanxi Province"},{"id":"https://openalex.org/G7011998650","display_name":null,"funder_award_id":"JB190603","funder_id":"https://openalex.org/F4320323230","funder_display_name":"Xidian University"}],"funders":[{"id":"https://openalex.org/F4320323230","display_name":"Xidian University","ror":"https://ror.org/05s92vm98"},{"id":"https://openalex.org/F4320324173","display_name":"Natural Science Foundation of Shaanxi Province","ror":null},{"id":"https://openalex.org/F4320335353","display_name":"National Science Foundation of Sri Lanka","ror":"https://ror.org/010xaa060"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W159693449","https://openalex.org/W989857916","https://openalex.org/W1500530942","https://openalex.org/W1918463834","https://openalex.org/W1982297572","https://openalex.org/W2013993544","https://openalex.org/W2019759670","https://openalex.org/W2052994902","https://openalex.org/W2130664107","https://openalex.org/W2266752991","https://openalex.org/W2272031392","https://openalex.org/W2550799801","https://openalex.org/W2763148304","https://openalex.org/W2769515958","https://openalex.org/W2781533038","https://openalex.org/W2782200988","https://openalex.org/W2786834935","https://openalex.org/W2806190090","https://openalex.org/W2811393141","https://openalex.org/W2906259985","https://openalex.org/W2907581317","https://openalex.org/W2912512198","https://openalex.org/W2912770929","https://openalex.org/W2936689131","https://openalex.org/W2963475133","https://openalex.org/W2973183454","https://openalex.org/W2979750067","https://openalex.org/W3124680412","https://openalex.org/W6606478888"],"related_works":["https://openalex.org/W3003960018","https://openalex.org/W2994940827","https://openalex.org/W2961913392","https://openalex.org/W2664183412","https://openalex.org/W2585624576","https://openalex.org/W4302344202","https://openalex.org/W1986828568","https://openalex.org/W3011256584","https://openalex.org/W2963475133","https://openalex.org/W2615386161"],"abstract_inverted_index":{"Accurately":[0],"identifying":[1],"core":[2],"technological":[3,41,82],"innovation":[4,42],"pathways":[5],"(TIPs)":[6],"and":[7,33,44,63,91,97,133,177,190],"evaluating":[8],"opportunities":[9],"in":[10,193],"emerging":[11],"technologies":[12],"is":[13,109],"important.":[14],"In":[15],"this":[16,107,194],"article,":[17],"we":[18,148],"present":[19],"an":[20],"integrated":[21],"framework":[22],"that":[23],"combines":[24],"sentiment":[25,115],"analysis,":[26,29],"subject-action-object":[27],"(SAO)":[28],"machine":[30,134],"learning,":[31],"altmetrics,":[32],"expert":[34],"judgments":[35],"to":[36,67,110,117,136,154],"extract":[37],"technical":[38],"intelligence,":[39],"chart":[40],"pathways,":[43],"analyze":[45],"which":[46],"research":[47],"avenues":[48],"have":[49,149],"the":[50,86,103,119,157,169,183],"most":[51,187],"future":[52,188],"promise.":[53],"For":[54,71,105],"industry":[55],"stakeholders,":[56],"our":[57,73,159,172],"approach":[58],"provides":[59],"a":[60,125],"comprehensive,":[61],"time-efficient,":[62],"future-oriented":[64],"evaluation":[65],"system":[66],"support":[68],"decision":[69],"making.":[70],"researchers,":[72],"methodology":[74,108],"should":[75],"inspire":[76],"new":[77,90],"ways":[78],"of":[79,88,94,121,160,171],"thinking":[80],"about":[81],"opportunity":[83],"analysis—particularly,":[84],"exploring":[85],"merits":[87,170],"finding":[89],"advantageous":[92],"combinations":[93],"existing":[95],"bibliometric":[96,112],"nonbibliometric":[98],"techniques,":[99,147],"rather":[100],"than":[101],"reinventing":[102],"wheel.":[104],"example,":[106],"integrate":[111],"analysis":[113,116,132],"with":[114,186],"gauge":[118],"attitudes":[120],"domain":[122],"experts":[123],"toward":[124],"topic's":[126],"potential":[127,189],"value.":[128],"We":[129],"combine":[130],"SAO":[131],"learning":[135],"identify":[137],"relationships":[138],"between":[139],"topics":[140],"from":[141],"tremendous":[142],"short":[143],"texts.":[144],"Beyond":[145],"traditional":[146],"also":[150],"drawn":[151],"on":[152,165],"altmetrics":[153],"further":[155],"validate":[156],"findings":[158],"analysis.":[161],"A":[162],"case":[163],"study":[164],"gold":[166],"nanoparticles":[167],"demonstrates":[168],"framework,":[173],"revealing":[174],"anti-cancer":[175],"therapies":[176],"dye-sensitized":[178],"solar":[179],"cells":[180],"(DSSCs)":[181],"as":[182],"two":[184],"applications":[185],"societal":[191],"impact":[192],"field.":[195]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}