{"id":"https://openalex.org/W4406778103","doi":"https://doi.org/10.1007/s11192-024-05218-6","title":"Which topics are best represented by science maps? An analysis of clustering effectiveness for citation and text similarity networks","display_name":"Which topics are best represented by science maps? An analysis of clustering effectiveness for citation and text similarity networks","publication_year":2025,"publication_date":"2025-01-23","ids":{"openalex":"https://openalex.org/W4406778103","doi":"https://doi.org/10.1007/s11192-024-05218-6"},"language":"en","primary_location":{"id":"doi:10.1007/s11192-024-05218-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11192-024-05218-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11192-024-05218-6.pdf","source":{"id":"https://openalex.org/S148561398","display_name":"Scientometrics","issn_l":"0138-9130","issn":["0138-9130","1588-2861"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320108","host_organization_name":"Springer Nature (Netherlands)","host_organization_lineage":["https://openalex.org/P4310320108","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature (Netherlands)","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientometrics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11192-024-05218-6.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065022263","display_name":"Juan Pablo Bascur","orcid":"https://orcid.org/0000-0002-4077-1024"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Juan Pablo Bascur","raw_affiliation_strings":["Centre for Science and Technology Studies, Leiden University, Leiden, The Netherlands","Leiden Institute for Advanced Computer Science, Leiden University, Leiden, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-4077-1024","affiliations":[{"raw_affiliation_string":"Centre for Science and Technology Studies, Leiden University, Leiden, The Netherlands","institution_ids":["https://openalex.org/I121797337"]},{"raw_affiliation_string":"Leiden Institute for Advanced Computer Science, Leiden University, Leiden, The Netherlands","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027124439","display_name":"Suzan Verberne","orcid":"https://orcid.org/0000-0002-9609-9505"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Suzan Verberne","raw_affiliation_strings":["Leiden Institute for Advanced Computer Science, Leiden University, Leiden, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-9609-9505","affiliations":[{"raw_affiliation_string":"Leiden Institute for Advanced Computer Science, Leiden University, Leiden, The Netherlands","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079208483","display_name":"Nees Jan van Eck","orcid":"https://orcid.org/0000-0001-8448-4521"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Nees Jan van Eck","raw_affiliation_strings":["Centre for Science and Technology Studies, Leiden University, Leiden, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0001-8448-4521","affiliations":[{"raw_affiliation_string":"Centre for Science and Technology Studies, Leiden University, Leiden, The Netherlands","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027467000","display_name":"Ludo Waltman","orcid":"https://orcid.org/0000-0001-8249-1752"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Ludo Waltman","raw_affiliation_strings":["Centre for Science and Technology Studies, Leiden University, Leiden, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0001-8249-1752","affiliations":[{"raw_affiliation_string":"Centre for Science and Technology Studies, Leiden University, Leiden, The Netherlands","institution_ids":["https://openalex.org/I121797337"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5065022263"],"corresponding_institution_ids":["https://openalex.org/I121797337"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":{"value":2290,"currency":"EUR","value_usd":2890},"fwci":7.438,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.97455147,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"130","issue":"2","first_page":"1181","last_page":"1199"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10102","display_name":"scientometrics and bibliometrics research","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10102","display_name":"scientometrics and bibliometrics research","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9768999814987183,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T13976","display_name":"Web visibility and informetrics","score":0.9555000066757202,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.7727780938148499},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6763805150985718},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6439056992530823},{"id":"https://openalex.org/keywords/citation","display_name":"Citation","score":0.6053562164306641},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.6033921837806702},{"id":"https://openalex.org/keywords/citation-analysis","display_name":"Citation analysis","score":0.5404340624809265},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4316794276237488},{"id":"https://openalex.org/keywords/scientometrics","display_name":"Scientometrics","score":0.4210740327835083},{"id":"https://openalex.org/keywords/document-clustering","display_name":"Document clustering","score":0.41938507556915283},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3645678758621216},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.266661137342453},{"id":"https://openalex.org/keywords/library-science","display_name":"Library science","score":0.19798284769058228}],"concepts":[{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.7727780938148499},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6763805150985718},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6439056992530823},{"id":"https://openalex.org/C2778805511","wikidata":"https://www.wikidata.org/wiki/Q1713","display_name":"Citation","level":2,"score":0.6053562164306641},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.6033921837806702},{"id":"https://openalex.org/C105345328","wikidata":"https://www.wikidata.org/wiki/Q206276","display_name":"Citation analysis","level":3,"score":0.5404340624809265},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4316794276237488},{"id":"https://openalex.org/C525823164","wikidata":"https://www.wikidata.org/wiki/Q472342","display_name":"Scientometrics","level":2,"score":0.4210740327835083},{"id":"https://openalex.org/C177937566","wikidata":"https://www.wikidata.org/wiki/Q4223102","display_name":"Document clustering","level":3,"score":0.41938507556915283},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3645678758621216},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.266661137342453},{"id":"https://openalex.org/C161191863","wikidata":"https://www.wikidata.org/wiki/Q199655","display_name":"Library science","level":1,"score":0.19798284769058228},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s11192-024-05218-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11192-024-05218-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11192-024-05218-6.pdf","source":{"id":"https://openalex.org/S148561398","display_name":"Scientometrics","issn_l":"0138-9130","issn":["0138-9130","1588-2861"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320108","host_organization_name":"Springer Nature (Netherlands)","host_organization_lineage":["https://openalex.org/P4310320108","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature (Netherlands)","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientometrics","raw_type":"journal-article"},{"id":"pmh:oai:scholarlypublications.universiteitleiden.nl:item_4246604","is_oa":true,"landing_page_url":"https://hdl.handle.net/1887/4246604","pdf_url":"https://scholarlypublications.universiteitleiden.nl/access/item%3A4246605/view","source":{"id":"https://openalex.org/S4306400850","display_name":"Leiden Repository (Leiden University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I121797337","host_organization_name":"Leiden University","host_organization_lineage":["https://openalex.org/I121797337"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scientometrics","raw_type":"Article / Letter to editor"},{"id":"pmh:oai:RePEc:spr:scient:v:130:y:2025:i:2:d:10.1007_s11192-024-05218-6","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s11192-024-05218-6","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:scholarlypublications.universiteitleiden.nl:item_4286567","is_oa":false,"landing_page_url":"https://link.springer.com/article/10.1007/s11192-024-05218-6","pdf_url":null,"source":{"id":"https://openalex.org/S4306400850","display_name":"Leiden Repository (Leiden University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I121797337","host_organization_name":"Leiden University","host_organization_lineage":["https://openalex.org/I121797337"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scientometrics","raw_type":"Article / Letter to editor"}],"best_oa_location":{"id":"doi:10.1007/s11192-024-05218-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11192-024-05218-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11192-024-05218-6.pdf","source":{"id":"https://openalex.org/S148561398","display_name":"Scientometrics","issn_l":"0138-9130","issn":["0138-9130","1588-2861"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320108","host_organization_name":"Springer Nature (Netherlands)","host_organization_lineage":["https://openalex.org/P4310320108","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature (Netherlands)","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientometrics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406778103.pdf","grobid_xml":"https://content.openalex.org/works/W4406778103.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W1930572491","https://openalex.org/W1989742824","https://openalex.org/W2047733065","https://openalex.org/W2054928183","https://openalex.org/W2090372231","https://openalex.org/W2097777089","https://openalex.org/W2108680868","https://openalex.org/W2126566678","https://openalex.org/W2127048411","https://openalex.org/W2207112134","https://openalex.org/W2414196806","https://openalex.org/W2513567506","https://openalex.org/W2592059976","https://openalex.org/W2593866034","https://openalex.org/W2599784308","https://openalex.org/W2776545717","https://openalex.org/W2794902280","https://openalex.org/W2884209615","https://openalex.org/W2897249806","https://openalex.org/W3012958599","https://openalex.org/W3013794879","https://openalex.org/W3017020285","https://openalex.org/W3095911696","https://openalex.org/W3099377388","https://openalex.org/W3102641634","https://openalex.org/W3103443220","https://openalex.org/W3106188259","https://openalex.org/W3123986951","https://openalex.org/W3124934398","https://openalex.org/W3133819788","https://openalex.org/W4206655101","https://openalex.org/W4252076394","https://openalex.org/W4293144437","https://openalex.org/W4304698165","https://openalex.org/W4328127881","https://openalex.org/W6911464474"],"related_works":["https://openalex.org/W4387010359","https://openalex.org/W2070242399","https://openalex.org/W4377192370","https://openalex.org/W2019737068","https://openalex.org/W2899601636","https://openalex.org/W3015674157","https://openalex.org/W4206655101","https://openalex.org/W4237592971","https://openalex.org/W2358089480","https://openalex.org/W2387982377"],"abstract_inverted_index":{"Abstract":[0],"A":[1],"science":[2,32,43,66,148,169],"map":[3],"of":[4,19,80],"topics":[5,11,26,39,177],"is":[6],"a":[7,31],"visualization":[8],"that":[9,103,176],"shows":[10],"identified":[12],"algorithmically":[13],"based":[14,68],"on":[15,69],"the":[16,77,84,91,98,104,112,131,141,161],"bibliographic":[17],"metadata":[18],"scientific":[20],"publications.":[21,49],"In":[22],"practice":[23],"not":[24],"all":[25],"are":[27,40,62,94,111,125,146],"well":[28],"represented":[29,41,64,108,122,143,182],"in":[30,42,65,97,183,188],"map.":[33],"We":[34,101],"analyzed":[35],"how":[36],"effectively":[37],"different":[38],"maps":[44,67,170],"created":[45],"by":[46],"clustering":[47,78],"biomedical":[48],"To":[50,75],"achieve":[51],"this,":[52],"we":[53,82,174],"investigated":[54],"which":[55,87],"topic":[56,93,109,123,144,165],"categories,":[57],"obtained":[58],"from":[59],"MeSH":[60],"terms,":[61],"better":[63,181],"citation":[70,115,184],"or":[71],"text":[72,117,189],"similarity":[73,118,185,190],"networks.":[74,119,191],"evaluate":[76],"effectiveness":[79],"topics,":[81],"determined":[83],"extent":[85],"to":[86,90,179],"documents":[88],"belonging":[89],"same":[92,99,113],"grouped":[95],"together":[96],"cluster.":[100],"found":[102,175],"best":[105,121],"and":[106,116,130,133,138,154,157,163,167],"worst":[107,142],"categories":[110,124,145,166],"for":[114,136,160,168],"The":[120],"diseases,":[126],"psychology,":[127],"anatomy,":[128],"organisms":[129,164],"techniques":[132],"equipment":[134],"used":[135],"diagnostics":[137],"therapy,":[139],"while":[140],"natural":[147],"fields,":[149],"geographical":[150],"entities,":[151],"information":[152],"sciences":[153],"health":[155],"care":[156],"occupations.":[158],"Furthermore,":[159],"diseases":[162],"with":[171],"smaller":[172],"clusters,":[173],"tend":[178],"be":[180],"networks":[186],"than":[187]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-07T14:30:12.667765","created_date":"2025-10-10T00:00:00"}
