{"id":"https://openalex.org/W2981601816","doi":"https://doi.org/10.1093/llc/fqz068","title":"Mining ethnicity: Discourse-driven topic modelling of immigrant discourses in the USA, 1898\u20131920","display_name":"Mining ethnicity: Discourse-driven topic modelling of immigrant discourses in the USA, 1898\u20131920","publication_year":2019,"publication_date":"2019-09-04","ids":{"openalex":"https://openalex.org/W2981601816","doi":"https://doi.org/10.1093/llc/fqz068","mag":"2981601816"},"language":"en","primary_location":{"id":"doi:10.1093/llc/fqz068","is_oa":true,"landing_page_url":"https://doi.org/10.1093/llc/fqz068","pdf_url":"https://academic.oup.com/dsh/article-pdf/35/4/921/34085187/fqz068.pdf","source":{"id":"https://openalex.org/S2734814886","display_name":"Digital Scholarship in the Humanities","issn_l":"2055-7671","issn":["2055-7671","2055-768X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Digital Scholarship in the Humanities","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://academic.oup.com/dsh/article-pdf/35/4/921/34085187/fqz068.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017544608","display_name":"Lorella Viola","orcid":"https://orcid.org/0000-0001-9994-0841"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Lorella Viola","raw_affiliation_strings":["History and Art History, Utrecht University, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0001-9994-0841","affiliations":[{"raw_affiliation_string":"History and Art History, Utrecht University, The Netherlands","institution_ids":["https://openalex.org/I193662353"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103197007","display_name":"Jaap Verheul","orcid":"https://orcid.org/0000-0001-6978-7698"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Jaap Verheul","raw_affiliation_strings":["History and Art History, Utrecht University, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"History and Art History, Utrecht University, The Netherlands","institution_ids":["https://openalex.org/I193662353"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5017544608"],"corresponding_institution_ids":["https://openalex.org/I193662353"],"apc_list":{"value":2522,"currency":"GBP","value_usd":3093},"apc_paid":{"value":2522,"currency":"GBP","value_usd":3093},"fwci":53.4488,"has_fulltext":true,"cited_by_count":38,"citation_normalized_percentile":{"value":0.99742994,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"35","issue":"4","first_page":"921","last_page":"943"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.9969000220298767,"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":0.9969000220298767,"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/T11982","display_name":"Rhetoric and Communication Studies","score":0.927299976348877,"subfield":{"id":"https://openalex.org/subfields/1211","display_name":"Philosophy"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10366","display_name":"Discourse Analysis in Language Studies","score":0.9241999983787537,"subfield":{"id":"https://openalex.org/subfields/1208","display_name":"Literature and Literary Theory"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/newspaper","display_name":"Newspaper","score":0.8006495237350464},{"id":"https://openalex.org/keywords/immigration","display_name":"Immigration","score":0.6547821760177612},{"id":"https://openalex.org/keywords/ethnic-group","display_name":"Ethnic group","score":0.6177387237548828},{"id":"https://openalex.org/keywords/social-connectedness","display_name":"Social connectedness","score":0.6165370345115662},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.557431697845459},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.5486264824867249},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.5318953990936279},{"id":"https://openalex.org/keywords/mainstream","display_name":"Mainstream","score":0.5262455344200134},{"id":"https://openalex.org/keywords/homeland","display_name":"Homeland","score":0.5175392031669617},{"id":"https://openalex.org/keywords/identity","display_name":"Identity (music)","score":0.48683708906173706},{"id":"https://openalex.org/keywords/reading","display_name":"Reading (process)","score":0.44800904393196106},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.3641972541809082},{"id":"https://openalex.org/keywords/media-studies","display_name":"Media studies","score":0.31533950567245483},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.2644592523574829},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.16077610850334167},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.15365421772003174},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1422751545906067},{"id":"https://openalex.org/keywords/anthropology","display_name":"Anthropology","score":0.1384921669960022},{"id":"https://openalex.org/keywords/politics","display_name":"Politics","score":0.13195008039474487},{"id":"https://openalex.org/keywords/aesthetics","display_name":"Aesthetics","score":0.11063769459724426}],"concepts":[{"id":"https://openalex.org/C201280247","wikidata":"https://www.wikidata.org/wiki/Q11032","display_name":"Newspaper","level":2,"score":0.8006495237350464},{"id":"https://openalex.org/C70036468","wikidata":"https://www.wikidata.org/wiki/Q131288","display_name":"Immigration","level":2,"score":0.6547821760177612},{"id":"https://openalex.org/C137403100","wikidata":"https://www.wikidata.org/wiki/Q41710","display_name":"Ethnic group","level":2,"score":0.6177387237548828},{"id":"https://openalex.org/C201943243","wikidata":"https://www.wikidata.org/wiki/Q7551008","display_name":"Social connectedness","level":2,"score":0.6165370345115662},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.557431697845459},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.5486264824867249},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.5318953990936279},{"id":"https://openalex.org/C2777617010","wikidata":"https://www.wikidata.org/wiki/Q18957","display_name":"Mainstream","level":2,"score":0.5262455344200134},{"id":"https://openalex.org/C2778880830","wikidata":"https://www.wikidata.org/wiki/Q16513600","display_name":"Homeland","level":3,"score":0.5175392031669617},{"id":"https://openalex.org/C2778355321","wikidata":"https://www.wikidata.org/wiki/Q17079427","display_name":"Identity (music)","level":2,"score":0.48683708906173706},{"id":"https://openalex.org/C554936623","wikidata":"https://www.wikidata.org/wiki/Q199657","display_name":"Reading (process)","level":2,"score":0.44800904393196106},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.3641972541809082},{"id":"https://openalex.org/C29595303","wikidata":"https://www.wikidata.org/wiki/Q165650","display_name":"Media studies","level":1,"score":0.31533950567245483},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.2644592523574829},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.16077610850334167},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.15365421772003174},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1422751545906067},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.1384921669960022},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.13195008039474487},{"id":"https://openalex.org/C107038049","wikidata":"https://www.wikidata.org/wiki/Q35986","display_name":"Aesthetics","level":1,"score":0.11063769459724426},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"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":2,"locations":[{"id":"doi:10.1093/llc/fqz068","is_oa":true,"landing_page_url":"https://doi.org/10.1093/llc/fqz068","pdf_url":"https://academic.oup.com/dsh/article-pdf/35/4/921/34085187/fqz068.pdf","source":{"id":"https://openalex.org/S2734814886","display_name":"Digital Scholarship in the Humanities","issn_l":"2055-7671","issn":["2055-7671","2055-768X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Digital Scholarship in the Humanities","raw_type":"journal-article"},{"id":"pmh:oai:orbilu.uni.lu:10993/42428","is_oa":false,"landing_page_url":"https://orbilu.uni.lu/handle/10993/42428","pdf_url":null,"source":{"id":"https://openalex.org/S4306401815","display_name":"Open Repository and Bibliography (University of Luxembourg)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I186903577","host_organization_name":"University of Luxembourg","host_organization_lineage":["https://openalex.org/I186903577"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Digital Scholarship in the Humanities (2019)","raw_type":"http://purl.org/coar/resource_type/c_6501"}],"best_oa_location":{"id":"doi:10.1093/llc/fqz068","is_oa":true,"landing_page_url":"https://doi.org/10.1093/llc/fqz068","pdf_url":"https://academic.oup.com/dsh/article-pdf/35/4/921/34085187/fqz068.pdf","source":{"id":"https://openalex.org/S2734814886","display_name":"Digital Scholarship in the Humanities","issn_l":"2055-7671","issn":["2055-7671","2055-768X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Digital Scholarship in the Humanities","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.6700000166893005,"id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G5724325285","display_name":"Oceanic Exchanges: Tracing Global Information Networks in Historical Newspaper Repositories, 18401914 (OcEx)","funder_award_id":"463-17-002","funder_id":"https://openalex.org/F4320321800","funder_display_name":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek"}],"funders":[{"id":"https://openalex.org/F4320321800","display_name":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek","ror":"https://ror.org/04jsz6e67"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2981601816.pdf","grobid_xml":"https://content.openalex.org/works/W2981601816.grobid-xml"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W90262780","https://openalex.org/W277486044","https://openalex.org/W352630163","https://openalex.org/W419149097","https://openalex.org/W564955003","https://openalex.org/W608731301","https://openalex.org/W609134565","https://openalex.org/W1003077619","https://openalex.org/W1050122814","https://openalex.org/W1476713330","https://openalex.org/W1490887261","https://openalex.org/W1501184714","https://openalex.org/W1511736487","https://openalex.org/W1520193715","https://openalex.org/W1533567485","https://openalex.org/W1543371256","https://openalex.org/W1916023682","https://openalex.org/W1934118439","https://openalex.org/W1981714727","https://openalex.org/W1983297552","https://openalex.org/W2000357075","https://openalex.org/W2004089811","https://openalex.org/W2011240622","https://openalex.org/W2018191352","https://openalex.org/W2019041783","https://openalex.org/W2019984464","https://openalex.org/W2031850547","https://openalex.org/W2035237911","https://openalex.org/W2056758376","https://openalex.org/W2081318525","https://openalex.org/W2119467284","https://openalex.org/W2132255431","https://openalex.org/W2226986480","https://openalex.org/W2315046953","https://openalex.org/W2319929273","https://openalex.org/W2323648944","https://openalex.org/W2323819038","https://openalex.org/W2329223409","https://openalex.org/W2500552706","https://openalex.org/W2594984285","https://openalex.org/W2772394624","https://openalex.org/W2808913931","https://openalex.org/W4212807956","https://openalex.org/W4230099008","https://openalex.org/W4250946323","https://openalex.org/W4251632172","https://openalex.org/W4254117867","https://openalex.org/W4312847978","https://openalex.org/W6701637066","https://openalex.org/W6782423499"],"related_works":["https://openalex.org/W2376554757","https://openalex.org/W612150824","https://openalex.org/W2361959990","https://openalex.org/W2378606496","https://openalex.org/W1596512750","https://openalex.org/W2383443050","https://openalex.org/W2367702734","https://openalex.org/W2100945520","https://openalex.org/W2386525189","https://openalex.org/W2360284199"],"abstract_inverted_index":{"Abstract":[0],"This":[1,92],"article":[2],"aims":[3],"to":[4,9,20,51,98,106,114,141],"offer":[5],"a":[6,17,75,146],"methodological":[7],"contribution":[8],"digital":[10],"humanities":[11],"by":[12,42,67],"exploring":[13],"the":[14,34,44,53,72,84,117,131,134,149,153,165,176,180,183,188,192,194,201,207,212],"value":[15,198],"of":[16,29,38,77,120,133,148,159,172,191,199,203],"mixed-method":[18],"approach":[19,46],"uncover":[21],"and":[22,70,88,110,113,124,179],"understand":[23],"historical":[24,59,111],"patterns":[25],"in":[26,49,58,83,130,144,152],"large":[27],"quantities":[28],"textual":[30],"data.":[31],"It":[32],"refines":[33],"distant":[35],"reading":[36],"technique":[37],"topic":[39,101],"modelling":[40],"(TM)":[41],"using":[43],"discourse-historical":[45],"(DHA\u2014\u2014Wodak,":[47],"2001)":[48],"order":[50],"analyse":[52],"mechanisms":[54],"underlying":[55],"discursive":[56],"practices":[57],"newspapers.":[60],"Specifically,":[61],"we":[62,96],"investigate":[63],"public":[64],"discourses":[65],"produced":[66],"Italian":[68,79,166],"minorities":[69,135],"test":[71],"methodology":[73],"on":[74],"corpus":[76],"digitized":[78],"ethnic":[80],"newspapers":[81],"published":[82],"USA":[85],"between":[86],"1898":[87],"1920":[89],"(ChroniclItaly\u2014Viola,":[90],"2018).":[91],"combined":[93],"methodology,":[94],"which":[95,209],"suggest":[97],"label":[99],"\u2018discourse-driven":[100],"modelling\u2019":[102],"(DDTM),":[103],"enabled":[104],"us":[105],"triangulate":[107],"linguistic,":[108],"social,":[109],"data":[112],"examine":[115],"how":[116,164],"changing":[118,157],"experience":[119],"migration,":[121],"identity":[122],"construction,":[123],"assimilation":[125],"was":[126],"reflected":[127],"over":[128,161],"time":[129,162],"accounts":[132],"themselves.":[136],"The":[137,156],"results":[138,213],"proved":[139,196],"DDTM":[140],"be":[142],"effective":[143],"obtaining":[145],"categorization":[147],"topics":[150,160,208],"discussed":[151],"immigrant":[154,167],"press.":[155],"distribution":[158],"revealed":[163],"community":[168],"negotiated":[169],"their":[170],"sense":[171],"connectedness":[173],"with":[174],"both":[175],"host":[177],"country":[178],"homeland.":[181],"At":[182],"same":[184],"time,":[185],"without":[186],"jeopardizing":[187],"analytical":[189],"depth":[190],"findings,":[193],"method":[195],"its":[197],"minimizing":[200],"risk":[202],"biases":[204],"when":[205],"identifying":[206],"stemmed":[210],"from":[211,216],"rather":[214],"than":[215],"preconceived":[217],"assumptions.":[218]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":19},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1}],"updated_date":"2026-08-08T01:25:22.217667","created_date":"2025-10-10T00:00:00"}
