{"id":"https://openalex.org/W7123346717","doi":"https://doi.org/10.3389/fpos.2025.1715516","title":"Measuring citizen frames and their integration in the international policy process: a hybrid BERTopic modelling approach","display_name":"Measuring citizen frames and their integration in the international policy process: a hybrid BERTopic modelling approach","publication_year":2026,"publication_date":"2026-01-13","ids":{"openalex":"https://openalex.org/W7123346717","doi":"https://doi.org/10.3389/fpos.2025.1715516"},"language":"en","primary_location":{"id":"doi:10.3389/fpos.2025.1715516","doi":"https://doi.org/10.3389/fpos.2025.1715516","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpos.2025.1715516","pdf_url":"https://public-pages-files-2025.frontiersin.org/journals/political-science/articles/10.3389/fpos.2025.1715516/pdf","source":{"id":"https://openalex.org/S4210231853","display_name":"Frontiers in Political Science","issn_l":"2673-3145","issn":["2673-3145"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","erih-plus","jufo-1","norway-1","poland-20","russia-white-list-3","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Political Science","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://public-pages-files-2025.frontiersin.org/journals/political-science/articles/10.3389/fpos.2025.1715516/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075429542","display_name":"Viktoria Ustenko","orcid":"https://orcid.org/0000-0002-3863-5904","observed_orcids":["https://orcid.org/0000-0002-3863-5904"]},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Victoria Ustenko","raw_affiliation_strings":["Center for Women\u2019s Empowerment and Gender Equality, Amrita Vishwa Vidyapeetham, Amritapuri, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Women\u2019s Empowerment and Gender Equality, Amrita Vishwa Vidyapeetham, Amritapuri, India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037725434","display_name":"Matthijs Fakkel","orcid":"https://orcid.org/0000-0001-8276-9443","observed_orcids":["https://orcid.org/0000-0001-8276-9443"]},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Matthijs Fakkel","raw_affiliation_strings":["Center for Women\u2019s Empowerment and Gender Equality, Amrita Vishwa Vidyapeetham, Amritapuri, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Women\u2019s Empowerment and Gender Equality, Amrita Vishwa Vidyapeetham, Amritapuri, India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122906455","display_name":"Susan Witt","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Susan Witt","raw_affiliation_strings":["Center for Women\u2019s Empowerment and Gender Equality, Amrita Vishwa Vidyapeetham, Amritapuri, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Women\u2019s Empowerment and Gender Equality, Amrita Vishwa Vidyapeetham, Amritapuri, India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051875299","display_name":"Padma Rao Sahib","orcid":"https://orcid.org/0000-0001-5049-0245","observed_orcids":["https://orcid.org/0000-0001-5049-0245"]},"institutions":[{"id":"https://openalex.org/I169381384","display_name":"University of Groningen","ror":"https://ror.org/012p63287","country_code":"NL","type":"education","lineage":["https://openalex.org/I169381384"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Padma Rao Sahib","raw_affiliation_strings":["Department of Global Economics and Management, Faculty of Economics and Business, University of Groningen, Groningen, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Global Economics and Management, Faculty of Economics and Business, University of Groningen, Groningen, Netherlands","institution_ids":["https://openalex.org/I169381384"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020837482","display_name":"Srividya Sheshadri","orcid":"https://orcid.org/0000-0003-2058-9396","observed_orcids":["https://orcid.org/0000-0003-2058-9396"]},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Srividya Sheshadri","raw_affiliation_strings":["Center for Women\u2019s Empowerment and Gender Equality, Amrita Vishwa Vidyapeetham, Amritapuri, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Women\u2019s Empowerment and Gender Equality, Amrita Vishwa Vidyapeetham, Amritapuri, India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073704355","display_name":"Bhavani Rao R","orcid":"https://orcid.org/0000-0003-2626-1973","observed_orcids":["https://orcid.org/0000-0003-2626-1973"]},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rao R. Bhavani","raw_affiliation_strings":["Center for Women\u2019s Empowerment and Gender Equality, Amrita Vishwa Vidyapeetham, Amritapuri, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Women\u2019s Empowerment and Gender Equality, Amrita Vishwa Vidyapeetham, Amritapuri, India","institution_ids":["https://openalex.org/I81556334"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5075429542"],"corresponding_institution_ids":["https://openalex.org/I81556334"],"apc_list":{"value":1175,"currency":"CHF","value_usd":1418},"apc_paid":{"value":1175,"currency":"CHF","value_usd":1418},"fwci":11.1887,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.95783133,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":96},"biblio":{"volume":"7","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.9911999702453613,"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"}},"topics":[{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.9911999702453613,"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"}},{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.0017999999690800905,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T13291","display_name":"Political Theory and Democracy","score":0.0013000000035390258,"subfield":{"id":"https://openalex.org/subfields/3320","display_name":"Political Science and International Relations"},"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/policy-uptake","display_name":"policy uptake","score":0.7749999761581421},{"id":"https://openalex.org/keywords/bertopic","display_name":"BERTopic","score":0.6359999775886536},{"id":"https://openalex.org/keywords/democratic-responsiveness","display_name":"democratic responsiveness","score":0.48500001430511475},{"id":"https://openalex.org/keywords/global-governance","display_name":"global governance","score":0.703000009059906},{"id":"https://openalex.org/keywords/morality-frame","display_name":"morality frame","score":0.7110000252723694}],"concepts":[{"id":"https://openalex.org/C169087156","wikidata":"https://www.wikidata.org/wiki/Q2131593","display_name":"Framing (construction)","level":2,"score":0.7265999913215637},{"id":"https://openalex.org/C2781188222","wikidata":"https://www.wikidata.org/wiki/Q929651","display_name":"Grassroots","level":3,"score":0.6884999871253967},{"id":"https://openalex.org/C513891491","wikidata":"https://www.wikidata.org/wiki/Q181865","display_name":"Civil society","level":3,"score":0.5533000230789185},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.47200000286102295},{"id":"https://openalex.org/C123587114","wikidata":"https://www.wikidata.org/wiki/Q2101508","display_name":"Policy analysis","level":2,"score":0.47189998626708984},{"id":"https://openalex.org/C109986646","wikidata":"https://www.wikidata.org/wiki/Q546113","display_name":"Public policy","level":2,"score":0.4528999924659729},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.4424000084400177},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.4059999883174896},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.3955000042915344},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.37459999322891235},{"id":"https://openalex.org/C555826173","wikidata":"https://www.wikidata.org/wiki/Q7174","display_name":"Democracy","level":3,"score":0.37070000171661377},{"id":"https://openalex.org/C3116431","wikidata":"https://www.wikidata.org/wiki/Q31728","display_name":"Public administration","level":1,"score":0.3646000027656555},{"id":"https://openalex.org/C147077947","wikidata":"https://www.wikidata.org/wiki/Q1515895","display_name":"Socioeconomic status","level":3,"score":0.358599990606308},{"id":"https://openalex.org/C207390915","wikidata":"https://www.wikidata.org/wiki/Q1230525","display_name":"Divergence (linguistics)","level":2,"score":0.3330000042915344},{"id":"https://openalex.org/C199521495","wikidata":"https://www.wikidata.org/wiki/Q181487","display_name":"Audit","level":2,"score":0.3181999921798706},{"id":"https://openalex.org/C70587473","wikidata":"https://www.wikidata.org/wiki/Q7834111","display_name":"Transformative learning","level":2,"score":0.3147999942302704},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.3127000033855438},{"id":"https://openalex.org/C100001284","wikidata":"https://www.wikidata.org/wiki/Q2248246","display_name":"Public economics","level":1,"score":0.3066999912261963},{"id":"https://openalex.org/C2780161021","wikidata":"https://www.wikidata.org/wiki/Q15755463","display_name":"Policy Sciences","level":2,"score":0.2752000093460083},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.26930001378059387},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.25949999690055847}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3389/fpos.2025.1715516","doi":"https://doi.org/10.3389/fpos.2025.1715516","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpos.2025.1715516","pdf_url":"https://public-pages-files-2025.frontiersin.org/journals/political-science/articles/10.3389/fpos.2025.1715516/pdf","source":{"id":"https://openalex.org/S4210231853","display_name":"Frontiers in Political Science","issn_l":"2673-3145","issn":["2673-3145"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","erih-plus","jufo-1","norway-1","poland-20","russia-white-list-3","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Political Science","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:40a038e0afbb47efb93ca1dc1293453d","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/40a038e0afbb47efb93ca1dc1293453d","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,"listed_in":[],"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":"Frontiers in Political Science, Vol 7 (2026)","raw_type":"article"},{"id":"pmh:oai:pure.rug.nl:openaire/82110bc6-8e20-4b7b-87df-2541a4a96801","doi":null,"is_oa":true,"landing_page_url":"https://research.rug.nl/en/publications/82110bc6-8e20-4b7b-87df-2541a4a96801","pdf_url":null,"source":{"id":"https://openalex.org/S4306400420","display_name":"University of Groningen research database (University of Groningen / Centre for Information Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I169381384","host_organization_name":"University of Groningen","host_organization_lineage":["https://openalex.org/I169381384"],"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":"Ustenko, V, Fakkel, M, Witt, S, Sahib, P R, Sheshadri, S & Bhavani, R R 2026, 'Measuring citizen frames and their integration in the international policy process : a hybrid BERTopic modelling approach', Frontiers in Political Science, vol. 7, 1715516. https://doi.org/10.3389/fpos.2025.1715516","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3389/fpos.2025.1715516","doi":"https://doi.org/10.3389/fpos.2025.1715516","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpos.2025.1715516","pdf_url":"https://public-pages-files-2025.frontiersin.org/journals/political-science/articles/10.3389/fpos.2025.1715516/pdf","source":{"id":"https://openalex.org/S4210231853","display_name":"Frontiers in Political Science","issn_l":"2673-3145","issn":["2673-3145"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","erih-plus","jufo-1","norway-1","poland-20","russia-white-list-3","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Political Science","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, justice, and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.9595999717712402},{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.4000000059604645},{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.4000000059604645}],"sustainable_development_goals_aurora":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.572039783000946}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320311327","display_name":"Amrita Vishwa Vidyapeetham University","ror":"https://ror.org/03am10p12"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7123346717.pdf","grobid_xml":"https://content.openalex.org/works/W7123346717.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W1494501832","https://openalex.org/W1509166376","https://openalex.org/W2006899635","https://openalex.org/W2089363775","https://openalex.org/W2109114431","https://openalex.org/W2129925846","https://openalex.org/W2130993211","https://openalex.org/W2147863060","https://openalex.org/W2174706414","https://openalex.org/W2293768750","https://openalex.org/W2376865079","https://openalex.org/W2621989173","https://openalex.org/W2624859891","https://openalex.org/W2750655559","https://openalex.org/W2884782538","https://openalex.org/W2901266369","https://openalex.org/W2987811658","https://openalex.org/W3003441668","https://openalex.org/W3044600918","https://openalex.org/W3079352226","https://openalex.org/W3092213576","https://openalex.org/W3092608493","https://openalex.org/W3158066160","https://openalex.org/W3168278108","https://openalex.org/W3175657635","https://openalex.org/W3194284344","https://openalex.org/W3206419488","https://openalex.org/W4210770956","https://openalex.org/W4211061932","https://openalex.org/W4213456614","https://openalex.org/W4229011615","https://openalex.org/W4281748884","https://openalex.org/W4311882277","https://openalex.org/W4383533738","https://openalex.org/W4389726027","https://openalex.org/W4391839376","https://openalex.org/W4392169972","https://openalex.org/W4395007039","https://openalex.org/W4399408840","https://openalex.org/W4399714664","https://openalex.org/W4399789331","https://openalex.org/W4400106943","https://openalex.org/W4400853276","https://openalex.org/W4403170740","https://openalex.org/W4404645290","https://openalex.org/W4405304828","https://openalex.org/W4407736486","https://openalex.org/W4411537280"],"related_works":[],"abstract_inverted_index":{"Governments":[0],"and":[1,46,72,110,126,139,170,186],"international":[2],"organizations":[3],"are":[4,143],"exploring":[5],"new":[6],"ways":[7,18],"of":[8,149],"engaging":[9],"citizens":[10,124,163],"in":[11,25,50,67,183,203],"the":[12,58,94,97,111,127,137,147,153],"policy":[13,51,90,128,150,154,189],"design":[14],"process,":[15],"however":[16],"scalable":[17],"to":[19,57,82],"test":[20],"whether":[21],"citizen":[22,68,181],"frames":[23,40,182],"appear":[24],"resulting":[26],"policies":[27],"documents":[28],"remain":[29],"limited.":[30],"We":[31,63,92],"present":[32],"a":[33,80,176,196],"hybrid":[34],"BERTopic":[35],"modelling":[36],"approach":[37],"that":[38],"extracts":[39],"from":[41,146],"short,":[42],"open-ended":[43],"citizens\u2019":[44,134],"responses":[45],"evaluates":[47],"their":[48,188],"uptake":[49],"texts":[52,185],"by":[53],"mapping":[54],"model":[55],"topics":[56],"Boydstun":[59],"Policy":[60],"Frames":[61],"taxonomy.":[62],"demonstrate":[64],"how":[65],"heterogeneity":[66],"framing":[69],"across":[70,107],"demographic":[71],"socioeconomic":[73],"groups":[74],"can":[75,192],"be":[76,193],"measured,":[77],"offering":[78],"policymakers":[79],"way":[81],"account":[83],"for":[84,179,199],"these":[85],"differences":[86],"when":[87],"drafting":[88],"inclusive":[89],"documents.":[91],"illustrate":[93],"method":[95],"using":[96],"Civil":[98],"20":[99],"India":[100],"2023":[101],"International":[102],"Grassroots":[103],"Survey":[104],"(2,846":[105],"respondents":[106],"64":[108],"countries)":[109],"G20":[112],"New":[113],"Delhi":[114],"Leaders\u2019":[115],"Declaration.":[116],"Our":[117],"findings":[118],"suggest":[119],"only":[120],"moderate":[121],"alignment":[122],"between":[123],"perspectives":[125],"document.":[129],"The":[130,173],"sharpest":[131],"divergence":[132],"concerns":[133],"emphasis":[135],"on":[136],"quality-of-life":[138],"morality":[140],"frames,":[141],"which":[142,191],"largely":[144],"absent":[145],"outcomes":[148],"deliberations.":[151],"Conversely,":[152],"text":[155],"leans":[156],"toward":[157],"future-oriented,":[158],"technology":[159],"centered":[160],"solutions,":[161],"while":[162],"emphasize":[164],"immediate":[165],"essentials":[166],"such":[167],"as":[168,195],"safety":[169],"decent":[171],"wages.":[172],"contribution":[174],"is":[175],"generalizable":[177],"workflow":[178],"measuring":[180],"short":[184],"assessing":[187],"uptake,":[190],"used":[194],"diagnostic":[197],"tool":[198],"auditing":[200],"democratic":[201],"responsiveness":[202],"global":[204],"governance.":[205]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2026-01-14T00:00:00"}
