{"id":"https://openalex.org/W4417357536","doi":"https://doi.org/10.1007/s13278-025-01565-1","title":"Narrative diffusion in social networks: a survey","display_name":"Narrative diffusion in social networks: a survey","publication_year":2025,"publication_date":"2025-12-16","ids":{"openalex":"https://openalex.org/W4417357536","doi":"https://doi.org/10.1007/s13278-025-01565-1"},"language":"en","primary_location":{"id":"doi:10.1007/s13278-025-01565-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13278-025-01565-1","pdf_url":null,"source":{"id":"https://openalex.org/S2764891196","display_name":"Social Network Analysis and Mining","issn_l":"1869-5450","issn":["1869-5450","1869-5469"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Social Network Analysis and Mining","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/s13278-025-01565-1","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092529939","display_name":"Mayor Inna Gurung","orcid":"https://orcid.org/0009-0003-5828-3189"},"institutions":[{"id":"https://openalex.org/I102401767","display_name":"University of Arkansas at Little Rock","ror":"https://ror.org/04fttyv97","country_code":"US","type":"education","lineage":["https://openalex.org/I102401767"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mayor Inna Gurung","raw_affiliation_strings":["COSMOS Research Center, University of Arkansas at Little Rock, Little Rock, AR, 72204, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"COSMOS Research Center, University of Arkansas at Little Rock, Little Rock, AR, 72204, USA","institution_ids":["https://openalex.org/I102401767"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068923033","display_name":"Nitin Agarwal","orcid":"https://orcid.org/0000-0002-5612-4753"},"institutions":[{"id":"https://openalex.org/I102401767","display_name":"University of Arkansas at Little Rock","ror":"https://ror.org/04fttyv97","country_code":"US","type":"education","lineage":["https://openalex.org/I102401767"]},{"id":"https://openalex.org/I1297971548","display_name":"International Computer Science Institute","ror":"https://ror.org/01ewh7m12","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1297971548"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Nitin Agarwal","raw_affiliation_strings":["COSMOS Research Center, University of Arkansas at Little Rock, Little Rock, AR, 72204, USA","International Computer Science Institute, University of California, Berkeley, Berkeley, CA, 94720, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"COSMOS Research Center, University of Arkansas at Little Rock, Little Rock, AR, 72204, USA","institution_ids":["https://openalex.org/I102401767"]},{"raw_affiliation_string":"International Computer Science Institute, University of California, Berkeley, Berkeley, CA, 94720, USA","institution_ids":["https://openalex.org/I1297971548"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5068923033"],"corresponding_institution_ids":["https://openalex.org/I102401767","https://openalex.org/I1297971548"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":3.4336,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.93364711,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"16","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.2865999937057495,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.2865999937057495,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12214","display_name":"Media Influence and Health","score":0.07490000128746033,"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"}},{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.07339999824762344,"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/narrative","display_name":"Narrative","score":0.8691999912261963},{"id":"https://openalex.org/keywords/narrative-network","display_name":"Narrative network","score":0.605400025844574},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.5289000272750854},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5267000198364258},{"id":"https://openalex.org/keywords/narrative-inquiry","display_name":"Narrative inquiry","score":0.4641999900341034},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.4580000042915344},{"id":"https://openalex.org/keywords/narrative-criticism","display_name":"Narrative criticism","score":0.4348999857902527},{"id":"https://openalex.org/keywords/conceptual-framework","display_name":"Conceptual framework","score":0.3952000141143799}],"concepts":[{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.8691999912261963},{"id":"https://openalex.org/C63985673","wikidata":"https://www.wikidata.org/wiki/Q6966216","display_name":"Narrative network","level":5,"score":0.605400025844574},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5367000102996826},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.5289000272750854},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5267000198364258},{"id":"https://openalex.org/C117893075","wikidata":"https://www.wikidata.org/wiki/Q6966213","display_name":"Narrative inquiry","level":3,"score":0.4641999900341034},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.4580000042915344},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.44859999418258667},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.43529999256134033},{"id":"https://openalex.org/C12772571","wikidata":"https://www.wikidata.org/wiki/Q1965350","display_name":"Narrative criticism","level":4,"score":0.4348999857902527},{"id":"https://openalex.org/C14224292","wikidata":"https://www.wikidata.org/wiki/Q13600188","display_name":"Conceptual framework","level":2,"score":0.3952000141143799},{"id":"https://openalex.org/C78015137","wikidata":"https://www.wikidata.org/wiki/Q847829","display_name":"Narrative structure","level":3,"score":0.39340001344680786},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.3917999863624573},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.3596999943256378},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.35510000586509705},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.3506999909877777},{"id":"https://openalex.org/C2778568292","wikidata":"https://www.wikidata.org/wiki/Q7727275","display_name":"The Conceptual Framework","level":3,"score":0.34950000047683716},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.34380000829696655},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.3400999903678894},{"id":"https://openalex.org/C2780554381","wikidata":"https://www.wikidata.org/wiki/Q2063340","display_name":"Sensemaking","level":2,"score":0.33390000462532043},{"id":"https://openalex.org/C139997677","wikidata":"https://www.wikidata.org/wiki/Q60195","display_name":"Semiotics","level":2,"score":0.3303000032901764},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.321399986743927},{"id":"https://openalex.org/C58642233","wikidata":"https://www.wikidata.org/wiki/Q8269924","display_name":"Taxonomy (biology)","level":2,"score":0.3091999888420105},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3021000027656555},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.30059999227523804},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2736000120639801},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.251800000667572}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s13278-025-01565-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13278-025-01565-1","pdf_url":null,"source":{"id":"https://openalex.org/S2764891196","display_name":"Social Network Analysis and Mining","issn_l":"1869-5450","issn":["1869-5450","1869-5469"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Social Network Analysis and Mining","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s13278-025-01565-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13278-025-01565-1","pdf_url":null,"source":{"id":"https://openalex.org/S2764891196","display_name":"Social Network Analysis and Mining","issn_l":"1869-5450","issn":["1869-5450","1869-5469"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Social Network Analysis and Mining","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":69,"referenced_works":["https://openalex.org/W1995875735","https://openalex.org/W1996218898","https://openalex.org/W1996263819","https://openalex.org/W2022778969","https://openalex.org/W2027135291","https://openalex.org/W2028055861","https://openalex.org/W2032799161","https://openalex.org/W2038195874","https://openalex.org/W2055957857","https://openalex.org/W2061820396","https://openalex.org/W2067527464","https://openalex.org/W2072322795","https://openalex.org/W2076219102","https://openalex.org/W2081249542","https://openalex.org/W2101196063","https://openalex.org/W2101238948","https://openalex.org/W2132801025","https://openalex.org/W2133598673","https://openalex.org/W2139297408","https://openalex.org/W2140665118","https://openalex.org/W2141403143","https://openalex.org/W2177410918","https://openalex.org/W2177876037","https://openalex.org/W2257051837","https://openalex.org/W2272986348","https://openalex.org/W2514696358","https://openalex.org/W2515741796","https://openalex.org/W2532534206","https://openalex.org/W2551441958","https://openalex.org/W2603417611","https://openalex.org/W2617769828","https://openalex.org/W2621943590","https://openalex.org/W2656044294","https://openalex.org/W2738719730","https://openalex.org/W2767220239","https://openalex.org/W2790166049","https://openalex.org/W2798869272","https://openalex.org/W2806983856","https://openalex.org/W2809583854","https://openalex.org/W2892245540","https://openalex.org/W2909732504","https://openalex.org/W2912305564","https://openalex.org/W2949377321","https://openalex.org/W2962860893","https://openalex.org/W2962899505","https://openalex.org/W2963482033","https://openalex.org/W2963555845","https://openalex.org/W2963861509","https://openalex.org/W2963903800","https://openalex.org/W3041804369","https://openalex.org/W3095237026","https://openalex.org/W3101757358","https://openalex.org/W3205981739","https://openalex.org/W4206182481","https://openalex.org/W4232523802","https://openalex.org/W4239862926","https://openalex.org/W4245172837","https://openalex.org/W4245463578","https://openalex.org/W4245750728","https://openalex.org/W4250172092","https://openalex.org/W4255512109","https://openalex.org/W4282559224","https://openalex.org/W4364351846","https://openalex.org/W4365999200","https://openalex.org/W4366816346","https://openalex.org/W4399205218","https://openalex.org/W4401983380","https://openalex.org/W4410942341","https://openalex.org/W4411482954"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"In":[1],"the":[2,34,40,122,153],"digital":[3],"era,":[4],"stories":[5,47],"no":[6],"longer":[7],"spread":[8],"solely":[9],"as":[10,18,68,167],"discrete":[11],"facts":[12],"or":[13],"isolated":[14],"data":[15],"points":[16],"but":[17],"rich,":[19],"interpretive":[20],"narratives":[21],"that":[22],"evolve":[23],"and":[24,52,70,79,85,103,115,126,131,142,157,176,179,193,207,214],"resonate":[25],"across":[26],"social":[27],"media":[28],"platforms.":[29],"This":[30,197],"survey":[31,198],"systematically":[32],"examines":[33],"emerging":[35],"field":[36],"of":[37,58,88,97,160,173],"narrative":[38,101,127,140,195],"diffusion,":[39,128],"process":[41],"by":[42,63],"which":[43],"emotionally":[44],"charged,":[45],"coherent":[46],"propagate":[48],"through":[49],"online":[50,217],"networks,":[51],"contrasts":[53],"it":[54],"with":[55,203],"traditional":[56],"models":[57,123,135,151],"information":[59,125],"diffusion.":[60,196],"We":[61,91],"begin":[62],"reviewing":[64,120],"foundational":[65],"models,":[66,105],"such":[67,166],"epidemiological":[69],"cascade-based":[71],"frameworks":[72],"(e.g.,":[73],"SI/SIR,":[74],"Independent":[75],"Cascade,":[76],"Linear":[77],"Threshold,":[78],"their":[80],"extensions":[81],"for":[82,124,139,210],"temporal,":[83],"topical,":[84],"neural":[86],"modeling":[87],"static":[89],"content).":[90],"then":[92],"introduce":[93],"a":[94,204],"complementary":[95],"taxonomy":[96],"narrative-specific":[98],"approaches,":[99],"including":[100],"tracking":[102],"evolution":[104],"role-based":[106],"event":[107],"chains,":[108],"multimodal":[109,170],"variational":[110],"methods,":[111],"stance-aware":[112],"epidemic":[113],"adaptations,":[114],"cross-platform":[116,194],"coordination":[117],"frameworks.":[118],"After":[119],"both":[121],"we":[129,162,186],"compare":[130],"contrast":[132],"how":[133],"these":[134,150],"can":[136,145],"be":[137,146],"adopted":[138],"diffusion":[141],"what":[143],"further":[144],"done.":[147],"By":[148],"mapping":[149],"onto":[152],"distinct":[154],"structural,":[155],"semantic,":[156],"emotional":[158],"dimensions":[159],"narratives,":[161],"identify":[163],"core":[164],"challenges,":[165],"semantic":[168],"drift,":[169],"integration,":[171],"lack":[172],"annotated":[174],"corpora,":[175],"ethical":[177],"risks,":[178],"highlight":[180],"gaps":[181],"in":[182,216],"evaluation":[183],"practices.":[184],"Finally,":[185],"outline":[187],"future":[188],"directions":[189],"toward":[190],"unified,":[191],"multimodal,":[192],"aims":[199],"to":[200],"equip":[201],"researchers":[202],"comprehensive":[205],"conceptual":[206],"methodological":[208],"foundation":[209],"advancing":[211],"narrative-aware":[212],"analysis":[213],"intervention":[215],"discourse.":[218]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-12-16T00:00:00"}
