{"id":"https://openalex.org/W4410361770","doi":"https://doi.org/10.3390/informatics12020049","title":"Analyzing the Overturn of Roe v. Wade: A Term Co-Occurrence Network Analysis of YouTube Comments","display_name":"Analyzing the Overturn of Roe v. Wade: A Term Co-Occurrence Network Analysis of YouTube Comments","publication_year":2025,"publication_date":"2025-05-14","ids":{"openalex":"https://openalex.org/W4410361770","doi":"https://doi.org/10.3390/informatics12020049"},"language":"en","primary_location":{"id":"doi:10.3390/informatics12020049","is_oa":true,"landing_page_url":"https://doi.org/10.3390/informatics12020049","pdf_url":"https://www.mdpi.com/2227-9709/12/2/49/pdf?version=1747289303","source":{"id":"https://openalex.org/S2738238905","display_name":"Informatics","issn_l":"2227-9709","issn":["2227-9709"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2227-9709/12/2/49/pdf?version=1747289303","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033433827","display_name":"Rodina Bizri-Baryak","orcid":"https://orcid.org/0009-0003-8769-9597"},"institutions":[{"id":"https://openalex.org/I1629065","display_name":"Central Michigan University","ror":"https://ror.org/02xawj266","country_code":"US","type":"education","lineage":["https://openalex.org/I1629065"]},{"id":"https://openalex.org/I4210130704","display_name":"University of Michigan\u2013Dearborn","ror":"https://ror.org/035wtm547","country_code":"US","type":"education","lineage":["https://openalex.org/I4210130704"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Rodina Bizri-Baryak","raw_affiliation_strings":["Health Administration, School of Health Sciences, The Herbert H. and Grace A. Dow, Central Michigan University, Mount Pleasant, MI 48859, USA","University of Michigan-Dearborn, College of Education, Health, and Human Services, Dearborn, MI 48126, USA"],"affiliations":[{"raw_affiliation_string":"Health Administration, School of Health Sciences, The Herbert H. and Grace A. Dow, Central Michigan University, Mount Pleasant, MI 48859, USA","institution_ids":["https://openalex.org/I1629065"]},{"raw_affiliation_string":"University of Michigan-Dearborn, College of Education, Health, and Human Services, Dearborn, MI 48126, USA","institution_ids":["https://openalex.org/I4210130704"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060716239","display_name":"Lana Ivanitskaya","orcid":"https://orcid.org/0000-0002-4138-6646"},"institutions":[{"id":"https://openalex.org/I1629065","display_name":"Central Michigan University","ror":"https://ror.org/02xawj266","country_code":"US","type":"education","lineage":["https://openalex.org/I1629065"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lana V. Ivanitskaya","raw_affiliation_strings":["Health Administration, School of Health Sciences, The Herbert H. and Grace A. Dow, Central Michigan University, Mount Pleasant, MI 48859, USA"],"affiliations":[{"raw_affiliation_string":"Health Administration, School of Health Sciences, The Herbert H. and Grace A. Dow, Central Michigan University, Mount Pleasant, MI 48859, USA","institution_ids":["https://openalex.org/I1629065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017152077","display_name":"Elina Erzikova","orcid":"https://orcid.org/0000-0002-2013-3543"},"institutions":[{"id":"https://openalex.org/I1629065","display_name":"Central Michigan University","ror":"https://ror.org/02xawj266","country_code":"US","type":"education","lineage":["https://openalex.org/I1629065"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Elina V. Erzikova","raw_affiliation_strings":["Unit of Strategic Communication, School of Communication, Journalism and Media, College of the Arts and Media, Central Michigan University, Mount Pleasant, MI 48859, USA"],"affiliations":[{"raw_affiliation_string":"Unit of Strategic Communication, School of Communication, Journalism and Media, College of the Arts and Media, Central Michigan University, Mount Pleasant, MI 48859, USA","institution_ids":["https://openalex.org/I1629065"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056125317","display_name":"Gary L. Kreps","orcid":"https://orcid.org/0000-0001-5980-129X"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gary L. Kreps","raw_affiliation_strings":["Department of Communication, George Mason University, Fairfax, VA 22030, USA"],"affiliations":[{"raw_affiliation_string":"Department of Communication, George Mason University, Fairfax, VA 22030, USA","institution_ids":["https://openalex.org/I162714631"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5033433827"],"corresponding_institution_ids":["https://openalex.org/I1629065","https://openalex.org/I4210130704"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":4.9698,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.94610343,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"12","issue":"2","first_page":"49","last_page":"49"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.9951000213623047,"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"}},"topics":[{"id":"https://openalex.org/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.9951000213623047,"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.9796000123023987,"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/T14288","display_name":"Law, Rights, and Freedoms","score":0.9771999716758728,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/term","display_name":"Term (time)","score":0.7738997936248779},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.38366836309432983},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.32371804118156433},{"id":"https://openalex.org/keywords/history","display_name":"History","score":0.3207051753997803},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.14088299870491028},{"id":"https://openalex.org/keywords/astronomy","display_name":"Astronomy","score":0.1231735348701477}],"concepts":[{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.7738997936248779},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.38366836309432983},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.32371804118156433},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.3207051753997803},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.14088299870491028},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.1231735348701477}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/informatics12020049","is_oa":true,"landing_page_url":"https://doi.org/10.3390/informatics12020049","pdf_url":"https://www.mdpi.com/2227-9709/12/2/49/pdf?version=1747289303","source":{"id":"https://openalex.org/S2738238905","display_name":"Informatics","issn_l":"2227-9709","issn":["2227-9709"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatics","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:7f60d4967c63404a91576d0a5b72e261","is_oa":true,"landing_page_url":"https://doaj.org/article/7f60d4967c63404a91576d0a5b72e261","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Informatics, Vol 12, Iss 2, p 49 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/informatics12020049","is_oa":true,"landing_page_url":"https://doi.org/10.3390/informatics12020049","pdf_url":"https://www.mdpi.com/2227-9709/12/2/49/pdf?version=1747289303","source":{"id":"https://openalex.org/S2738238905","display_name":"Informatics","issn_l":"2227-9709","issn":["2227-9709"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320310633","display_name":"Central Michigan University","ror":"https://ror.org/02xawj266"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410361770.pdf","grobid_xml":"https://content.openalex.org/works/W4410361770.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W1924618820","https://openalex.org/W2051483560","https://openalex.org/W2133117817","https://openalex.org/W2136439766","https://openalex.org/W2137131695","https://openalex.org/W2529512066","https://openalex.org/W2755023484","https://openalex.org/W2906876094","https://openalex.org/W2931555933","https://openalex.org/W3021577149","https://openalex.org/W3145741391","https://openalex.org/W4200171713","https://openalex.org/W4213332965","https://openalex.org/W4229064457","https://openalex.org/W4284714016","https://openalex.org/W4293224693","https://openalex.org/W4293491525","https://openalex.org/W4311005130","https://openalex.org/W4318035546","https://openalex.org/W4321004700","https://openalex.org/W4377565531","https://openalex.org/W4386259535","https://openalex.org/W4386979565","https://openalex.org/W4388268417","https://openalex.org/W4402693486","https://openalex.org/W4405167510","https://openalex.org/W6680473456","https://openalex.org/W6757395444","https://openalex.org/W7077057375"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Objective:":[0],"This":[1],"study":[2],"examines":[3],"YouTube":[4,35,208],"comments":[5,31,59],"following":[6],"the":[7,38,58,72,109,124,129,149,179],"overturn":[8,39],"of":[9,16,40,45,55,57,151,181],"Roe":[10,41],"v.":[11,42],"Wade,":[12,43],"investigating":[13],"how":[14],"perceptions":[15],"health":[17,51,219],"implications":[18,111],"differ":[19],"based":[20],"on":[21,62,168,173,192],"commenters\u2019":[22,73],"gender":[23],"and":[24,65,87,99,102,133,138,144,154,157,170,184,199],"abortion":[25,63,97,143,152,161],"stance.":[26],"Methods:":[27],"Using":[28],"Netlytic,":[29],"25,730":[30],"were":[32],"extracted":[33],"from":[34],"videos":[36],"discussing":[37,49,140],"half":[44],"which":[46],"featured":[47],"physicians":[48],"public":[50,214],"implications.":[52],"Manual":[53],"coding":[54],"21%":[56],"identified":[60],"discussions":[61],"stance":[64],"medical":[66,100,110,169,198],"implications,":[67,101],"while":[68,195],"Gender":[69,187],"API":[70],"approximated":[71],"gender.":[74],"A":[75],"term":[76],"co-occurrence":[77],"network":[78],"was":[79],"generated":[80],"with":[81,108],"VOSviewer":[82],"to":[83,95,113,142,163,216],"visualize":[84],"key":[85],"terms":[86],"their":[88],"interrelations.":[89],"Custom":[90],"overlays":[91,106],"explored":[92],"patterns":[93],"related":[94],"gender,":[96],"views,":[98],"comparisons":[103],"within":[104],"these":[105],"intersected":[107],"overlay":[112],"illustrate":[114],"contextual":[115],"differences":[116],"across":[117],"demographics.":[118],"Results:":[119],"Four":[120],"clusters":[121],"emerged":[122],"in":[123,218],"network:":[125],"Constitutional":[126],"Law,":[127],"addressing":[128],"U.S.":[130],"Constitution\u2019s":[131],"interpretation":[132],"legal":[134],"impacts;":[135],"Reproductive":[136],"Rights":[137],"Responsibility,":[139],"alternatives":[141],"access;":[145],"Human":[146],"Development,":[147],"exploring":[148],"intersection":[150],"laws":[153,162],"individual":[155],"beliefs;":[156],"Religious":[158],"Beliefs,":[159],"linking":[160],"faith.":[164],"Prochoice":[165],"users":[166,177],"focused":[167],"socioeconomic":[171],"impacts":[172],"women,":[174],"whereas":[175],"prolife":[176],"emphasized":[178],"prevention":[180],"unwanted":[182],"pregnancies":[183],"moral":[185],"considerations.":[186],"analysis":[188],"revealed":[189],"males":[190],"centered":[191],"constitutional":[193],"issues,":[194],"females":[196],"highlighted":[197],"personal":[200],"effects.":[201],"Conclusion:":[202],"The":[203],"findings":[204],"underscore":[205],"that":[206],"monitoring":[207],"discourse":[209],"offers":[210],"valuable":[211],"insights":[212],"into":[213],"responses":[215],"shifts":[217],"policy.":[220]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
