{"id":"https://openalex.org/W4220862255","doi":"https://doi.org/10.1007/s11192-022-04312-x","title":"Impact of model settings on the text-based Rao diversity index","display_name":"Impact of model settings on the text-based Rao diversity index","publication_year":2022,"publication_date":"2022-03-12","ids":{"openalex":"https://openalex.org/W4220862255","doi":"https://doi.org/10.1007/s11192-022-04312-x"},"language":"en","primary_location":{"id":"doi:10.1007/s11192-022-04312-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11192-022-04312-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11192-022-04312-x.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/s11192-022-04312-x.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090421159","display_name":"Andrea Zielinski","orcid":"https://orcid.org/0000-0003-2092-6153"},"institutions":[{"id":"https://openalex.org/I4210131336","display_name":"Fraunhofer Institute for Systems and Innovation Research","ror":"https://ror.org/03vyq6t71","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210131336","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Andrea Zielinski","raw_affiliation_strings":["Fraunhofer Institute for Systems and Innovation Research, Breslauer Strasse 48, 76131, Karlsruhe, Germany","Fraunhofer Institute for Systems and Innovation Research, Karlsruhe, Germany"],"raw_orcid":"https://orcid.org/0000-0003-2092-6153","affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Systems and Innovation Research, Breslauer Strasse 48, 76131, Karlsruhe, Germany","institution_ids":["https://openalex.org/I4210131336"]},{"raw_affiliation_string":"Fraunhofer Institute for Systems and Innovation Research, Karlsruhe, Germany","institution_ids":["https://openalex.org/I4210131336"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5090421159"],"corresponding_institution_ids":["https://openalex.org/I4210131336"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":{"value":2290,"currency":"EUR","value_usd":2890},"fwci":0.7449,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.74500469,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"127","issue":"12","first_page":"7751","last_page":"7768"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10102","display_name":"scientometrics and bibliometrics research","score":0.9976000189781189,"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":0.9976000189781189,"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/T12766","display_name":"Interdisciplinary Research and Collaboration","score":0.9829999804496765,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.9628000259399414,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6632694602012634},{"id":"https://openalex.org/keywords/index","display_name":"Index (typography)","score":0.5781385898590088},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5447377562522888},{"id":"https://openalex.org/keywords/diversity","display_name":"Diversity (politics)","score":0.5445353388786316},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5153000354766846},{"id":"https://openalex.org/keywords/topic-model","display_name":"Topic model","score":0.49556052684783936},{"id":"https://openalex.org/keywords/scopus","display_name":"Scopus","score":0.47474175691604614},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.45335638523101807},{"id":"https://openalex.org/keywords/scientometrics","display_name":"Scientometrics","score":0.44151967763900757},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4313918948173523},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40522393584251404},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39880767464637756},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3778899312019348},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.13879507780075073},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.12371411919593811},{"id":"https://openalex.org/keywords/library-science","display_name":"Library science","score":0.09274572134017944}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6632694602012634},{"id":"https://openalex.org/C2777382242","wikidata":"https://www.wikidata.org/wiki/Q6017816","display_name":"Index (typography)","level":2,"score":0.5781385898590088},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5447377562522888},{"id":"https://openalex.org/C2781316041","wikidata":"https://www.wikidata.org/wiki/Q1230584","display_name":"Diversity (politics)","level":2,"score":0.5445353388786316},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5153000354766846},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.49556052684783936},{"id":"https://openalex.org/C83867959","wikidata":"https://www.wikidata.org/wiki/Q371467","display_name":"Scopus","level":3,"score":0.47474175691604614},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.45335638523101807},{"id":"https://openalex.org/C525823164","wikidata":"https://www.wikidata.org/wiki/Q472342","display_name":"Scientometrics","level":2,"score":0.44151967763900757},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4313918948173523},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40522393584251404},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39880767464637756},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3778899312019348},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.13879507780075073},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.12371411919593811},{"id":"https://openalex.org/C161191863","wikidata":"https://www.wikidata.org/wiki/Q199655","display_name":"Library science","level":1,"score":0.09274572134017944},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.0},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1007/s11192-022-04312-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11192-022-04312-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11192-022-04312-x.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:RePEc:spr:scient:v:127:y:2022:i:12:d:10.1007_s11192-022-04312-x","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s11192-022-04312-x","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:fraunhofer.de:N-638461","is_oa":true,"landing_page_url":"http://publica.fraunhofer.de/documents/N-638461.html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400801","display_name":"Publikationsdatenbank der Fraunhofer-Gesellschaft (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Fraunhofer ISI","raw_type":"Conference Paper"},{"id":"pmh:oai:fraunhofer.de:N-648710","is_oa":true,"landing_page_url":"http://publica.fraunhofer.de/documents/N-648710.html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Fraunhofer ISI","raw_type":"Journal Article"},{"id":"pmh:oai:publica.fraunhofer.de:publica/411663","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/411663","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"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":"conference paper"},{"id":"pmh:oai:publica.fraunhofer.de:publica/416498","is_oa":true,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/416498","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"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":null,"raw_type":"journal article"}],"best_oa_location":{"id":"doi:10.1007/s11192-022-04312-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11192-022-04312-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11192-022-04312-x.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":[{"score":0.5299999713897705,"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4220862255.pdf","grobid_xml":"https://content.openalex.org/works/W4220862255.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W159693449","https://openalex.org/W237896536","https://openalex.org/W1506246224","https://openalex.org/W1920845339","https://openalex.org/W1973768457","https://openalex.org/W1978000310","https://openalex.org/W1992861449","https://openalex.org/W2001082470","https://openalex.org/W2019676294","https://openalex.org/W2024722304","https://openalex.org/W2028602070","https://openalex.org/W2033795921","https://openalex.org/W2038043464","https://openalex.org/W2072982557","https://openalex.org/W2087238585","https://openalex.org/W2106490775","https://openalex.org/W2110158660","https://openalex.org/W2129802470","https://openalex.org/W2153579005","https://openalex.org/W2156693754","https://openalex.org/W2159426623","https://openalex.org/W2163354434","https://openalex.org/W2166354010","https://openalex.org/W2169325768","https://openalex.org/W2171319841","https://openalex.org/W2222893162","https://openalex.org/W2250516974","https://openalex.org/W2250533720","https://openalex.org/W2403726878","https://openalex.org/W2521015335","https://openalex.org/W2582212135","https://openalex.org/W2597289420","https://openalex.org/W2604272474","https://openalex.org/W2796920963","https://openalex.org/W2921098494","https://openalex.org/W2928422743","https://openalex.org/W2931281006","https://openalex.org/W2951923752","https://openalex.org/W2962943175","https://openalex.org/W2964023844","https://openalex.org/W2977475433","https://openalex.org/W3045464143","https://openalex.org/W3173436521","https://openalex.org/W4220862255","https://openalex.org/W4238964153","https://openalex.org/W4247068105","https://openalex.org/W6639619044","https://openalex.org/W6640963894","https://openalex.org/W6650603503","https://openalex.org/W6675301171","https://openalex.org/W6679482899","https://openalex.org/W6684578138"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4290792893","https://openalex.org/W2618380005","https://openalex.org/W2963988286","https://openalex.org/W2946370173","https://openalex.org/W4382468063","https://openalex.org/W4310919946","https://openalex.org/W1648296995","https://openalex.org/W4205852026","https://openalex.org/W4304187768"],"abstract_inverted_index":{"Abstract":[0],"Policymakers":[1],"and":[2,86,119,133,150,152,214],"funding":[3],"agencies":[4],"tend":[5],"to":[6,33],"support":[7],"scientific":[8,126],"work":[9],"across":[10],"disciplines,":[11],"thereby":[12],"relying":[13],"on":[14,58,100,167,186],"indicators":[15],"for":[16,25,159],"interdisciplinarity.":[17],"Recently,":[18],"text-based":[19,54],"quantitative":[20],"methods":[21],"have":[22,34,163],"been":[23],"proposed":[24],"the":[26,38,50,53,83,88,109,112,142,145,155,161,168,179,182,187,192,210,221],"computation":[27,51],"of":[28,49,52,78,111,117,125,144,147,154,181,190,212,220],"interdisciplinarity":[29],"that":[30,81,138,178,197],"hold":[31],"promise":[32],"several":[35,115],"advantages":[36],"over":[37,209],"bibliometric":[39],"approach.":[40],"In":[41,173],"this":[42],"paper,":[43],"we":[44,107,175],"provide":[45,74],"a":[46,63,68,75,101,164],"systematic":[47,76],"analysis":[48,77],"Rao":[55,171,193,222],"index,":[56],"based":[57],"probabilistic":[59],"topic":[60,71,169,183],"models,":[61],"comparing":[62],"classical":[64],"LDA":[65],"model":[66,79],"versus":[67],"neural":[69],"network":[70],"model.":[72],"We":[73,95],"parameters":[80],"affect":[82],"diversity":[84,110],"scores":[85],"make":[87],"interaction":[89],"between":[90,131],"its":[91],"different":[92],"components":[93],"explicit.":[94],"present":[96],"an":[97],"empirical":[98],"study":[99],"real":[102],"data":[103,157],"set,":[104],"upon":[105],"which":[106],"quantify":[108],"research":[113],"within":[114],"departments":[116],"Fraunhofer":[118],"Max":[120],"Planck":[121],"Society":[122],"by":[123,205],"means":[124],"abstracts":[127],"published":[128],"in":[129,216],"Scopus":[130],"2008":[132],"2018.":[134],"Our":[135],"experiments":[136],"show":[137],"parameter":[139],"variations,":[140],"i.e.":[141],"choice":[143],"Number":[146],"topics,":[148,213],"hyper-parameters,":[149],"size":[151],"balance":[153],"underlying":[156],"used":[158],"training":[160],"model,":[162],"strong":[165],"effect":[166],"model-based":[170],"metrics.":[172],"particular,":[174],"could":[176],"observe":[177],"quality":[180],"models":[184,196],"impacts":[185],"downstream":[188],"task":[189],"computing":[191],"index.":[194,223],"Topic":[195],"yield":[198],"semantically":[199],"cohesive":[200],"topics":[201],"are":[202],"less":[203],"affected":[204],"fluctuations":[206],"when":[207],"varying":[208],"number":[211],"result":[215],"more":[217],"stable":[218],"measurements":[219]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
