{"id":"https://openalex.org/W4392860805","doi":"https://doi.org/10.1007/s13278-024-01224-x","title":"Big data meets storytelling: using machine learning to predict popular fanfiction","display_name":"Big data meets storytelling: using machine learning to predict popular fanfiction","publication_year":2024,"publication_date":"2024-03-15","ids":{"openalex":"https://openalex.org/W4392860805","doi":"https://doi.org/10.1007/s13278-024-01224-x"},"language":"en","primary_location":{"id":"doi:10.1007/s13278-024-01224-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13278-024-01224-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13278-024-01224-x.pdf","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://link.springer.com/content/pdf/10.1007/s13278-024-01224-x.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5112686818","display_name":"Duy Nguyen","orcid":"https://orcid.org/0000-0001-6001-4883"},"institutions":[{"id":"https://openalex.org/I83328450","display_name":"Miami University","ror":"https://ror.org/05nbqxr67","country_code":"US","type":"education","lineage":["https://openalex.org/I83328450"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Duy Nguyen","raw_affiliation_strings":["Department of Computer Science & Software Engineering, Miami University, Oxford, OH, 45056, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Software Engineering, Miami University, Oxford, OH, 45056, USA","institution_ids":["https://openalex.org/I83328450"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094167023","display_name":"Stephen Zigmond","orcid":"https://orcid.org/0009-0006-8040-8031"},"institutions":[{"id":"https://openalex.org/I83328450","display_name":"Miami University","ror":"https://ror.org/05nbqxr67","country_code":"US","type":"education","lineage":["https://openalex.org/I83328450"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stephen Zigmond","raw_affiliation_strings":["Department of Computer Science & Software Engineering, Miami University, Oxford, OH, 45056, USA"],"raw_orcid":"https://orcid.org/0009-0006-8040-8031","affiliations":[{"raw_affiliation_string":"Department of Computer Science & Software Engineering, Miami University, Oxford, OH, 45056, USA","institution_ids":["https://openalex.org/I83328450"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094167024","display_name":"Samuel Glassco","orcid":null},"institutions":[{"id":"https://openalex.org/I83328450","display_name":"Miami University","ror":"https://ror.org/05nbqxr67","country_code":"US","type":"education","lineage":["https://openalex.org/I83328450"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Samuel Glassco","raw_affiliation_strings":["Department of Computer Science & Software Engineering, Miami University, Oxford, OH, 45056, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Software Engineering, Miami University, Oxford, OH, 45056, USA","institution_ids":["https://openalex.org/I83328450"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064939188","display_name":"Bach Xuan Tran","orcid":"https://orcid.org/0000-0001-7827-8449"},"institutions":[{"id":"https://openalex.org/I83328450","display_name":"Miami University","ror":"https://ror.org/05nbqxr67","country_code":"US","type":"education","lineage":["https://openalex.org/I83328450"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bach Tran","raw_affiliation_strings":["Department of Computer Science & Software Engineering, Miami University, Oxford, OH, 45056, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Software Engineering, Miami University, Oxford, OH, 45056, USA","institution_ids":["https://openalex.org/I83328450"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023496425","display_name":"Philippe J. Giabbanelli","orcid":"https://orcid.org/0000-0001-6816-355X"},"institutions":[{"id":"https://openalex.org/I83328450","display_name":"Miami University","ror":"https://ror.org/05nbqxr67","country_code":"US","type":"education","lineage":["https://openalex.org/I83328450"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Philippe J. Giabbanelli","raw_affiliation_strings":["Department of Computer Science & Software Engineering, Miami University, Oxford, OH, 45056, USA"],"raw_orcid":"https://orcid.org/0000-0001-6816-355X","affiliations":[{"raw_affiliation_string":"Department of Computer Science & Software Engineering, Miami University, Oxford, OH, 45056, USA","institution_ids":["https://openalex.org/I83328450"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5112686818"],"corresponding_institution_ids":["https://openalex.org/I83328450"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":6.1347,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.95683833,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"14","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11197","display_name":"Digital Games and Media","score":0.991100013256073,"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"}},"topics":[{"id":"https://openalex.org/T11197","display_name":"Digital Games and Media","score":0.991100013256073,"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"}},{"id":"https://openalex.org/T12461","display_name":"Narrative Theory and Analysis","score":0.9754999876022339,"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/T12586","display_name":"Folklore, Mythology, and Literature Studies","score":0.9539999961853027,"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/popularity","display_name":"Popularity","score":0.7207001447677612},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7131292819976807},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7078860998153687},{"id":"https://openalex.org/keywords/scripting-language","display_name":"Scripting language","score":0.7070640325546265},{"id":"https://openalex.org/keywords/queer","display_name":"Queer","score":0.6271743774414062},{"id":"https://openalex.org/keywords/adventure","display_name":"Adventure","score":0.6009366512298584},{"id":"https://openalex.org/keywords/romance","display_name":"Romance","score":0.5236240029335022},{"id":"https://openalex.org/keywords/subject","display_name":"Subject (documents)","score":0.49982595443725586},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.48843613266944885},{"id":"https://openalex.org/keywords/character","display_name":"Character (mathematics)","score":0.4783470332622528},{"id":"https://openalex.org/keywords/storytelling","display_name":"Storytelling","score":0.4753658175468445},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.44671177864074707},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4265816807746887},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3389039635658264},{"id":"https://openalex.org/keywords/narrative","display_name":"Narrative","score":0.29536867141723633},{"id":"https://openalex.org/keywords/literature","display_name":"Literature","score":0.21040311455726624},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.15633344650268555},{"id":"https://openalex.org/keywords/art","display_name":"Art","score":0.13574659824371338}],"concepts":[{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.7207001447677612},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7131292819976807},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7078860998153687},{"id":"https://openalex.org/C61423126","wikidata":"https://www.wikidata.org/wiki/Q187432","display_name":"Scripting language","level":2,"score":0.7070640325546265},{"id":"https://openalex.org/C2778584255","wikidata":"https://www.wikidata.org/wiki/Q51415","display_name":"Queer","level":2,"score":0.6271743774414062},{"id":"https://openalex.org/C42133412","wikidata":"https://www.wikidata.org/wiki/Q319221","display_name":"Adventure","level":2,"score":0.6009366512298584},{"id":"https://openalex.org/C518914266","wikidata":"https://www.wikidata.org/wiki/Q1054574","display_name":"Romance","level":2,"score":0.5236240029335022},{"id":"https://openalex.org/C2777855551","wikidata":"https://www.wikidata.org/wiki/Q12310021","display_name":"Subject (documents)","level":2,"score":0.49982595443725586},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.48843613266944885},{"id":"https://openalex.org/C2780861071","wikidata":"https://www.wikidata.org/wiki/Q1062934","display_name":"Character (mathematics)","level":2,"score":0.4783470332622528},{"id":"https://openalex.org/C2776538412","wikidata":"https://www.wikidata.org/wiki/Q989963","display_name":"Storytelling","level":3,"score":0.4753658175468445},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.44671177864074707},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4265816807746887},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3389039635658264},{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.29536867141723633},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.21040311455726624},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.15633344650268555},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.13574659824371338},{"id":"https://openalex.org/C11171543","wikidata":"https://www.wikidata.org/wiki/Q41630","display_name":"Psychoanalysis","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s13278-024-01224-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13278-024-01224-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13278-024-01224-x.pdf","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/s13278-024-01224-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13278-024-01224-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13278-024-01224-x.pdf","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":[{"score":0.8899999856948853,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392860805.pdf"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W1485709872","https://openalex.org/W1520908808","https://openalex.org/W1826790618","https://openalex.org/W2106327876","https://openalex.org/W2118227290","https://openalex.org/W2143156128","https://openalex.org/W2546902095","https://openalex.org/W2564784331","https://openalex.org/W2611337005","https://openalex.org/W2805735059","https://openalex.org/W2888979470","https://openalex.org/W2889594870","https://openalex.org/W2909182718","https://openalex.org/W2937423263","https://openalex.org/W2953464540","https://openalex.org/W2953647140","https://openalex.org/W2972419799","https://openalex.org/W2981441564","https://openalex.org/W2997135118","https://openalex.org/W3008721773","https://openalex.org/W3015941548","https://openalex.org/W3030841703","https://openalex.org/W3095395190","https://openalex.org/W3105625590","https://openalex.org/W3121652883","https://openalex.org/W3139236016","https://openalex.org/W3156333129","https://openalex.org/W3157973371","https://openalex.org/W3161669023","https://openalex.org/W3168147130","https://openalex.org/W3169051763","https://openalex.org/W3172805677","https://openalex.org/W3173544627","https://openalex.org/W3175236921","https://openalex.org/W3180032868","https://openalex.org/W3186276569","https://openalex.org/W3200772242","https://openalex.org/W3212677975","https://openalex.org/W4214940899","https://openalex.org/W4214948501","https://openalex.org/W4221108214","https://openalex.org/W4223965482","https://openalex.org/W4246013019","https://openalex.org/W4309618904","https://openalex.org/W4312201590","https://openalex.org/W4318306310","https://openalex.org/W4320855869","https://openalex.org/W4389519528","https://openalex.org/W4393019620","https://openalex.org/W6600195168","https://openalex.org/W6601446412","https://openalex.org/W6764315019"],"related_works":["https://openalex.org/W4229077546","https://openalex.org/W4224263776","https://openalex.org/W2769242725","https://openalex.org/W2607139361","https://openalex.org/W2752248129","https://openalex.org/W1565703913","https://openalex.org/W2775238576","https://openalex.org/W2579175587","https://openalex.org/W2575893242","https://openalex.org/W256292823"],"abstract_inverted_index":{"Abstract":[0],"Fanfictions":[1,33],"are":[2,238],"a":[3,11,77,155,202,255],"popular":[4,177,246],"literature":[5],"genre":[6],"in":[7,41,101,154,179],"which":[8,47,81,125,205],"writers":[9],"reuse":[10],"universe,":[12],"for":[13],"example":[14],"to":[15,23,54,62,72,84,113,188,213],"transform":[16],"heteronormative":[17],"relationships":[18],"with":[19,57,104,201],"queer":[20],"characters":[21,237],"or":[22,61],"bring":[24],"romance":[25,233],"into":[26],"shows":[27],"focused":[28],"on":[29,123],"horror":[30],"and":[31,44,79,97,118,143,150,168,234],"adventure.":[32],"have":[34],"been":[35,127],"the":[36,58,74,91,98,109,128,140,152,208,228,251],"subject":[37,129],"of":[38,76,94,130,147,182,210,254],"numerous":[39,131],"studies":[40],"text":[42,103],"mining":[43],"network":[45],"analysis,":[46],"used":[48,108,151],"Natural":[49],"Language":[50],"Processing":[51],"(NLP)":[52],"techniques":[53],"compare":[55],"fanfictions":[56],"original":[59,229,252],"scripts":[60],"make":[63],"various":[64],"predictions.":[65],"In":[66],"this":[67],"paper,":[68],"we":[69,194,220],"use":[70,93],"NLP":[71],"predict":[73],"popularity":[75],"story":[78],"examine":[80],"features":[82,137,153,187],"contribute":[83],"popularity.":[85],"This":[86],"endeavor":[87],"is":[88],"important":[89],"given":[90],"rising":[92],"AI":[95,211],"assistants":[96],"ongoing":[99],"interest":[100],"generating":[102,215],"desirable":[105],"characteristics.":[106],"We":[107,134],"main":[110,141],"two":[111],"websites":[112],"collect":[114],"fan":[115],"stories":[116,149,178,200,226,242],"(Fanfiction.net":[117],"Archives":[119],"Of":[120],"Our":[121,172],"Own)":[122],"Supernatural,":[124],"has":[126],"scholarly":[132],"works.":[133],"extracted":[135],"high-level":[136],"such":[138,216],"as":[139],"character":[142],"sentiments":[144],"from":[145],"79,288":[146],"these":[148],"binary":[156],"classification":[157,189],"supported":[158],"by":[159],"tree-based":[160],"methods,":[161],"ensemble":[162],"methods":[163],"(random":[164],"forest),":[165],"neural":[166],"networks,":[167],"Support":[169],"Vector":[170],"Machines.":[171],"optimized":[173],"classifiers":[174],"correctly":[175],"identified":[176],"four":[180],"out":[181],"five":[183],"cases.":[184],"By":[185],"relating":[186],"outcomes":[190],"using":[191],"SHAP":[192],"values,":[193],"found":[195],"that":[196,223],"fans":[197,224],"prefer":[198],"longer":[199],"wider":[203],"vocabulary,":[204],"can":[206],"inform":[207],"prompts":[209],"chatbots":[212],"continue":[214],"successful":[217],"stories.":[218],"However,":[219],"also":[221],"observed":[222],"wanted":[225],"unlike":[227],"material":[230,253],"(e.g.,":[231],"favoring":[232],"disliking":[235],"when":[236],"hurt),":[239],"hence":[240],"AI-powered":[241],"may":[243],"be":[244],"less":[245],"if":[247],"they":[248],"strictly":[249],"follow":[250],"show.":[256]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}