{"id":"https://openalex.org/W4224442690","doi":"https://doi.org/10.1080/09537325.2022.2069006","title":"Spatio-temporal clustering analysis and technological forecasting of nanotechnology using patent data","display_name":"Spatio-temporal clustering analysis and technological forecasting of nanotechnology using patent data","publication_year":2022,"publication_date":"2022-04-25","ids":{"openalex":"https://openalex.org/W4224442690","doi":"https://doi.org/10.1080/09537325.2022.2069006"},"language":"en","primary_location":{"id":"doi:10.1080/09537325.2022.2069006","is_oa":false,"landing_page_url":"https://doi.org/10.1080/09537325.2022.2069006","pdf_url":null,"source":{"id":"https://openalex.org/S130699561","display_name":"Technology Analysis and Strategic Management","issn_l":"0953-7325","issn":["0953-7325","1465-3990"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technology Analysis &amp; Strategic 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/A5059394625","display_name":"Roberto Louis Forestal","orcid":"https://orcid.org/0000-0001-9397-3036"},"institutions":[{"id":"https://openalex.org/I151221077","display_name":"Chung Yuan Christian University","ror":"https://ror.org/02w8ws377","country_code":"TW","type":"education","lineage":["https://openalex.org/I151221077"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Roberto Louis Forestal","raw_affiliation_strings":["Department of Information Management, Chung Yuan Christian University, Taoyuan, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Information Management, Chung Yuan Christian University, Taoyuan, Taiwan","institution_ids":["https://openalex.org/I151221077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068289562","display_name":"Hsin Inn Lee","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hsin Inn Lee","raw_affiliation_strings":["LearningTech Corp., Taoyuan, Taiwan"],"affiliations":[{"raw_affiliation_string":"LearningTech Corp., Taoyuan, Taiwan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042938434","display_name":"Shih\u2010Ming Pi","orcid":"https://orcid.org/0000-0001-9074-9303"},"institutions":[{"id":"https://openalex.org/I151221077","display_name":"Chung Yuan Christian University","ror":"https://ror.org/02w8ws377","country_code":"TW","type":"education","lineage":["https://openalex.org/I151221077"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shih-Ming Pi","raw_affiliation_strings":["Department of Information Management, Chung Yuan Christian University, Taoyuan, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Information Management, Chung Yuan Christian University, Taoyuan, Taiwan","institution_ids":["https://openalex.org/I151221077"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060372576","display_name":"Su-Houn Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I151221077","display_name":"Chung Yuan Christian University","ror":"https://ror.org/02w8ws377","country_code":"TW","type":"education","lineage":["https://openalex.org/I151221077"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Su-Houn Liu","raw_affiliation_strings":["Department of Information Management, Chung Yuan Christian University, Taoyuan, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Information Management, Chung Yuan Christian University, Taoyuan, Taiwan","institution_ids":["https://openalex.org/I151221077"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5059394625"],"corresponding_institution_ids":["https://openalex.org/I151221077"],"apc_list":null,"apc_paid":null,"fwci":2.3177,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.88594974,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"36","issue":"5","first_page":"1037","last_page":"1053"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10856","display_name":"Intellectual Property and Patents","score":0.991599977016449,"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"}},"topics":[{"id":"https://openalex.org/T10856","display_name":"Intellectual Property and Patents","score":0.991599977016449,"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/T12722","display_name":"Innovation Policy and R&D","score":0.9914000034332275,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12851","display_name":"Firm Innovation and Growth","score":0.9811999797821045,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/patent-analysis","display_name":"Patent analysis","score":0.7304040193557739},{"id":"https://openalex.org/keywords/diversification","display_name":"Diversification (marketing strategy)","score":0.6385071277618408},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6354166269302368},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4841671586036682},{"id":"https://openalex.org/keywords/intellectual-property","display_name":"Intellectual property","score":0.473798930644989},{"id":"https://openalex.org/keywords/technology-forecasting","display_name":"Technology forecasting","score":0.4264853596687317},{"id":"https://openalex.org/keywords/nanotechnology","display_name":"Nanotechnology","score":0.3794839382171631},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.36699220538139343},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.2640901207923889},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1606685221195221},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.13092797994613647}],"concepts":[{"id":"https://openalex.org/C2778029865","wikidata":"https://www.wikidata.org/wiki/Q25110998","display_name":"Patent analysis","level":2,"score":0.7304040193557739},{"id":"https://openalex.org/C180916674","wikidata":"https://www.wikidata.org/wiki/Q3711935","display_name":"Diversification (marketing strategy)","level":2,"score":0.6385071277618408},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6354166269302368},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4841671586036682},{"id":"https://openalex.org/C34974158","wikidata":"https://www.wikidata.org/wiki/Q131257","display_name":"Intellectual property","level":2,"score":0.473798930644989},{"id":"https://openalex.org/C161657586","wikidata":"https://www.wikidata.org/wiki/Q1203326","display_name":"Technology forecasting","level":2,"score":0.4264853596687317},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.3794839382171631},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.36699220538139343},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2640901207923889},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1606685221195221},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.13092797994613647},{"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/09537325.2022.2069006","is_oa":false,"landing_page_url":"https://doi.org/10.1080/09537325.2022.2069006","pdf_url":null,"source":{"id":"https://openalex.org/S130699561","display_name":"Technology Analysis and Strategic Management","issn_l":"0953-7325","issn":["0953-7325","1465-3990"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technology Analysis &amp; Strategic Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5799999833106995}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":58,"referenced_works":["https://openalex.org/W879466470","https://openalex.org/W1519546450","https://openalex.org/W1932829832","https://openalex.org/W1964578265","https://openalex.org/W1964631252","https://openalex.org/W1967019112","https://openalex.org/W1967410304","https://openalex.org/W1983883378","https://openalex.org/W2003094673","https://openalex.org/W2003116546","https://openalex.org/W2004315590","https://openalex.org/W2013736212","https://openalex.org/W2031356936","https://openalex.org/W2034831890","https://openalex.org/W2038153490","https://openalex.org/W2038250550","https://openalex.org/W2043501859","https://openalex.org/W2053772062","https://openalex.org/W2069137197","https://openalex.org/W2072744992","https://openalex.org/W2086818698","https://openalex.org/W2087169815","https://openalex.org/W2090047325","https://openalex.org/W2090793428","https://openalex.org/W2108885225","https://openalex.org/W2140498609","https://openalex.org/W2147553828","https://openalex.org/W2153046986","https://openalex.org/W2155630274","https://openalex.org/W2156850025","https://openalex.org/W2322433012","https://openalex.org/W2473269940","https://openalex.org/W2555197705","https://openalex.org/W2591829922","https://openalex.org/W2606046936","https://openalex.org/W2742245118","https://openalex.org/W2743346224","https://openalex.org/W2744814181","https://openalex.org/W2767788588","https://openalex.org/W2783318970","https://openalex.org/W2791450374","https://openalex.org/W2795097318","https://openalex.org/W2797250637","https://openalex.org/W2804530216","https://openalex.org/W2845011552","https://openalex.org/W2887484308","https://openalex.org/W2893739301","https://openalex.org/W2967057255","https://openalex.org/W2980770822","https://openalex.org/W3007785141","https://openalex.org/W3028003630","https://openalex.org/W3092735697","https://openalex.org/W3102254346","https://openalex.org/W3115327325","https://openalex.org/W3126423903","https://openalex.org/W3128760567","https://openalex.org/W4254615348","https://openalex.org/W6795647158"],"related_works":["https://openalex.org/W3140399195","https://openalex.org/W2359755604","https://openalex.org/W2120826742","https://openalex.org/W4403823726","https://openalex.org/W2046279787","https://openalex.org/W1524787110","https://openalex.org/W2124300624","https://openalex.org/W2768852601","https://openalex.org/W2747878338","https://openalex.org/W1484940226"],"abstract_inverted_index":{"This":[0],"paper":[1],"proposes":[2],"to":[3,19,24,29,65,80,93,157],"scrutinise":[4],"the":[5,20,30,114,141],"evolution":[6,85],"of":[7,10,45,97],"technological":[8,71],"diversification":[9,82],"organisations":[11],"whose":[12],"activities":[13,133],"are":[14],"mainly":[15,135],"nanotechnologies.":[16],"We":[17,36],"resort":[18],"InnoVue":[21],"search":[22],"platform":[23],"gather":[25],"patent":[26,127],"information":[27],"related":[28],"world's":[31],"largest":[32],"intellectual":[33],"property":[34],"organisations.":[35],"apply":[37],"a":[38,42,74,121],"five-step":[39],"analysis":[40,76,119],"on":[41,56],"panel":[43],"dataset":[44],"16042":[46],"distinct":[47],"patents":[48],"published":[49],"between":[50],"1985":[51],"and":[52,54,84,106,129,150,154],"2020":[53],"recorded":[55],"June":[57],"29,":[58],"2021.":[59],"Text":[60],"mining":[61],"has":[62,77,147],"been":[63,78],"employed":[64],"explore":[66,158],"key":[67],"topics":[68],"with":[69],"high-level":[70],"activeness,":[72],"while":[73],"trend":[75],"applied":[79],"study":[81],"characteristics":[83],"patterns.":[86],"Moreover,":[87],"we":[88],"initiate":[89],"spatial":[90,118],"autocorrelation":[91],"modelling":[92],"detect":[94],"spatiotemporal":[95],"patterns":[96],"technical":[98,111],"innovation":[99],"in":[100,137],"nanotechnology.":[101],"Results":[102],"show":[103],"that":[104,131],"nanobiotechnology":[105],"nanophotonics":[107],"have":[108],"become":[109],"new":[110],"hotspots":[112],"over":[113],"last":[115],"decade.":[116],"Furthermore,":[117],"returns":[120],"significant":[122],"clustered":[123],"pattern":[124],"among":[125],"nanotechnology":[126,132],"distributions":[128],"shows":[130],"were":[134],"concentrated":[136],"Asian":[138],"countries":[139],"during":[140],"period":[142],"under":[143],"study.":[144],"Our":[145],"research":[146],"policy":[148],"implications":[149],"may":[151],"interest":[152],"decision-makers":[153],"academics":[155],"looking":[156],"nanotechnology's":[159],"evolution.":[160]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4}],"updated_date":"2026-04-04T08:04:53.788161","created_date":"2025-10-10T00:00:00"}
