{"id":"https://openalex.org/W6996861501","doi":null,"title":"A Study of the Relationship Between the TikTok Algorithm and Content Creators: The Effects of the Digital Machine and Human Interactions","display_name":"A Study of the Relationship Between the TikTok Algorithm and Content Creators: The Effects of the Digital Machine and Human Interactions","publication_year":2024,"publication_date":"2024-07-01","ids":{"openalex":"https://openalex.org/W6996861501"},"language":"en","primary_location":{"id":"pmh:oai:https://spectrum.library.concordia.ca:994540","doi":null,"is_oa":true,"landing_page_url":"https://spectrum.library.concordia.ca/id/eprint/994540/1/Mastantuono_MA_F2024.pdf","pdf_url":"https://spectrum.library.concordia.ca/id/eprint/994540/1/Mastantuono_MA_F2024.pdf","source":{"id":"https://openalex.org/S4306400871","display_name":"Spectrum Research Repository (Concordia University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I60158472","host_organization_name":"Concordia University","host_organization_lineage":["https://openalex.org/I60158472"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Thesis"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://spectrum.library.concordia.ca/id/eprint/994540/1/Mastantuono_MA_F2024.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Mastantuono, Elisa","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Mastantuono, Elisa","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T13745","display_name":"Media and Digital Communication","score":0.6855000257492065,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"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/T13745","display_name":"Media and Digital Communication","score":0.6855000257492065,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.07890000194311142,"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/T12501","display_name":"Digital Economy and Work Transformation","score":0.04809999838471413,"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/tiktok","display_name":"TikTok","score":0.9340000152587891},{"id":"https://openalex.org/keywords/recommendation-algorithms","display_name":"recommendation algorithms","score":0.5989999771118164},{"id":"https://openalex.org/keywords/content-creators","display_name":"content creators","score":0.9150000214576721},{"id":"https://openalex.org/keywords/human-agency","display_name":"human agency","score":0.7710000276565552},{"id":"https://openalex.org/keywords/new-materialism","display_name":"new materialism","score":0.9120000004768372},{"id":"https://openalex.org/keywords/networked-individualism","display_name":"networked individualism","score":0.9490000009536743},{"id":"https://openalex.org/keywords/virtual-self","display_name":"virtual self","score":0.796999990940094},{"id":"https://openalex.org/keywords/algorithmic-transparency","display_name":"algorithmic transparency","score":0.968999981880188},{"id":"https://openalex.org/keywords/cultural-production","display_name":"cultural production","score":0.6539999842643738},{"id":"https://openalex.org/keywords/engagement-optimization","display_name":"engagement optimization","score":0.3619999885559082}],"concepts":[{"id":"https://openalex.org/C2778152352","wikidata":"https://www.wikidata.org/wiki/Q5165061","display_name":"Content (measure theory)","level":2,"score":0.6707000136375427},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.670199990272522},{"id":"https://openalex.org/C2779344036","wikidata":"https://www.wikidata.org/wiki/Q11320476","display_name":"Digital content","level":2,"score":0.6467000246047974},{"id":"https://openalex.org/C17632256","wikidata":"https://www.wikidata.org/wiki/Q1076968","display_name":"Digital media","level":2,"score":0.5038999915122986},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.43140000104904175},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3946000039577484},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.3797000050544739},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3621000051498413},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.34299999475479126},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32690000534057617},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3082999885082245},{"id":"https://openalex.org/C162446236","wikidata":"https://www.wikidata.org/wiki/Q653137","display_name":"Content analysis","level":2,"score":0.3061999976634979},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3034000098705292},{"id":"https://openalex.org/C2776509796","wikidata":"https://www.wikidata.org/wiki/Q5276056","display_name":"Content creation","level":2,"score":0.29910001158714294},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.273499995470047},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.2696000039577484},{"id":"https://openalex.org/C2984118289","wikidata":"https://www.wikidata.org/wiki/Q29954","display_name":"Power consumption","level":3,"score":0.260699987411499}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:https://spectrum.library.concordia.ca:994540","doi":null,"is_oa":true,"landing_page_url":"https://spectrum.library.concordia.ca/id/eprint/994540/1/Mastantuono_MA_F2024.pdf","pdf_url":"https://spectrum.library.concordia.ca/id/eprint/994540/1/Mastantuono_MA_F2024.pdf","source":{"id":"https://openalex.org/S4306400871","display_name":"Spectrum Research Repository (Concordia University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I60158472","host_organization_name":"Concordia University","host_organization_lineage":["https://openalex.org/I60158472"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Thesis"}],"best_oa_location":{"id":"pmh:oai:https://spectrum.library.concordia.ca:994540","doi":null,"is_oa":true,"landing_page_url":"https://spectrum.library.concordia.ca/id/eprint/994540/1/Mastantuono_MA_F2024.pdf","pdf_url":"https://spectrum.library.concordia.ca/id/eprint/994540/1/Mastantuono_MA_F2024.pdf","source":{"id":"https://openalex.org/S4306400871","display_name":"Spectrum Research Repository (Concordia University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I60158472","host_organization_name":"Concordia University","host_organization_lineage":["https://openalex.org/I60158472"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Thesis"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W6996861501.pdf","grobid_xml":"https://content.openalex.org/works/W6996861501.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W1918636928","https://openalex.org/W2087276125","https://openalex.org/W2763766763","https://openalex.org/W2767269108","https://openalex.org/W2997468044","https://openalex.org/W3038666728","https://openalex.org/W3048367007","https://openalex.org/W3096345287","https://openalex.org/W3122548859","https://openalex.org/W3135786194","https://openalex.org/W3152387696","https://openalex.org/W3176799022","https://openalex.org/W3185352276","https://openalex.org/W3201051343","https://openalex.org/W3207106172","https://openalex.org/W3207549372","https://openalex.org/W4221035882","https://openalex.org/W4221089365","https://openalex.org/W4247239021","https://openalex.org/W4255695306","https://openalex.org/W4286715920","https://openalex.org/W4292243186","https://openalex.org/W4311254209","https://openalex.org/W4324376016","https://openalex.org/W4328129080","https://openalex.org/W4378591564","https://openalex.org/W4383876254","https://openalex.org/W4386026857","https://openalex.org/W4392008070"],"related_works":["https://openalex.org/W7112686550","https://openalex.org/W4411531838","https://openalex.org/W4415259304","https://openalex.org/W7131790861","https://openalex.org/W4383876254","https://openalex.org/W4387370277","https://openalex.org/W4402416379","https://openalex.org/W7151429308","https://openalex.org/W4411875481","https://openalex.org/W7028902934"],"abstract_inverted_index":{"This":[0,130],"thesis":[1],"explores":[2,95],"the":[3,14,56,65,74,110,118,121,141,148,157,162],"intricate":[4],"dynamics":[5],"between":[6,16,76],"TikTok\u2019s":[7,97],"algorithm":[8,98,111],"and":[9,19,32,43,64,78,90,116,127,147,178,184],"content":[10,40,102,105,126],"creators":[11,106],"by":[12,55,101],"examining":[13],"interaction":[15],"digital":[17,39,86,88,153,167,174],"materials":[18],"human":[20,79],"agency.":[21,186],"TikTok,":[22],"a":[23,70,132],"social":[24],"media":[25],"giant,":[26],"is":[27,41,53,99],"known":[28],"for":[29],"its":[30,46],"personalized":[31],"engaging":[33],"content.":[34],"The":[35,51],"platform":[36],"transforms":[37],"how":[38,96],"created":[42],"consumed":[44],"through":[45],"advanced":[47],"machine-learning":[48],"algorithm,":[49,119],"AI.":[50],"study":[52,138,161],"inspired":[54],"theoretical":[57],"perspectives":[58],"of":[59,73,144,150],"New":[60],"Materialism,":[61],"Networked":[62],"Individualism,":[63],"Virtual":[66],"Self,":[67],"which":[68],"provide":[69],"deep":[71],"understanding":[72],"interplay":[75],"technology":[77],"behavior.":[80],"With":[81],"three":[82],"methodological":[83],"approaches,":[84],"including":[85],"autoethnography,":[87],"ethnography,":[89],"semi-structured":[91],"interviews,":[92],"this":[93,137],"research":[94],"influenced":[100],"creators.":[103],"While":[104],"try":[107],"to":[108,112,140,159],"manipulate":[109],"boost":[113],"their":[114,125],"exposure":[115],"engagement,":[117],"at":[120],"same":[122],"time,":[123],"changes":[124],"creative":[128],"abilities.":[129],"suggests":[131],"complex":[133],"mutual":[134],"relationship.":[135],"Moreover,":[136],"adds":[139],"wider":[142],"discussion":[143],"algorithmic":[145],"transparency,":[146],"impact":[149,180],"AI":[151],"on":[152,181],"platforms.":[154],"It":[155],"highlights":[156],"need":[158],"further":[160],"power":[163],"structures":[164],"embedded":[165],"in":[166],"technologies.":[168],"Overall,":[169],"we":[170],"gain":[171],"insights":[172],"into":[173],"interactions'":[175],"evolving":[176],"nature":[177],"algorithms'":[179],"cultural":[182],"production":[183],"individual":[185]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2025-10-10T00:00:00"}