{"id":"https://openalex.org/W7164499166","doi":"https://doi.org/10.48550/arxiv.2606.13581","title":"The Tone of Awareness: Topic, Sentiment, and Toxicity Maps During Mental Health Month on TikTok","display_name":"The Tone of Awareness: Topic, Sentiment, and Toxicity Maps During Mental Health Month on TikTok","publication_year":2026,"publication_date":"2026-06-11","ids":{"openalex":"https://openalex.org/W7164499166","doi":"https://doi.org/10.48550/arxiv.2606.13581"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2606.13581","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.13581","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2606.13581","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5137633459","display_name":"Henrique Ferraz de Arruda","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"de Arruda, Henrique Ferraz","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026558834","display_name":"Andreia Sofia Teixeira","orcid":"https://orcid.org/0000-0002-2758-1891"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Teixeira, Andreia Sofia","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110801829","display_name":"P Charantej Reddy","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Reddy, Pranay Gundala","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136156904","display_name":"Anindya Mondal","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mondal, Anindya","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053518762","display_name":"Kleber A. Oliveira","orcid":"https://orcid.org/0000-0002-0464-7050"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Oliveira, Kleber Andrade","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5081862548","display_name":"F E Silva","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Silva, Filipi Nascimento","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":false,"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":false,"primary_topic":{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.376800000667572,"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/T11147","display_name":"Misinformation and Its Impacts","score":0.376800000667572,"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/T12488","display_name":"Mental Health via Writing","score":0.2937999963760376,"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/T12027","display_name":"Social Media in Health Education","score":0.060499999672174454,"subfield":{"id":"https://openalex.org/subfields/3306","display_name":"Health"},"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/mental-health","display_name":"Mental health","score":0.6984000205993652},{"id":"https://openalex.org/keywords/valence","display_name":"Valence (chemistry)","score":0.5730999708175659},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.46540001034736633},{"id":"https://openalex.org/keywords/tone","display_name":"Tone (literature)","score":0.4311999976634979},{"id":"https://openalex.org/keywords/interpersonal-communication","display_name":"Interpersonal communication","score":0.42640000581741333},{"id":"https://openalex.org/keywords/content-analysis","display_name":"Content analysis","score":0.4246000051498413},{"id":"https://openalex.org/keywords/framing","display_name":"Framing (construction)","score":0.40529999136924744},{"id":"https://openalex.org/keywords/operationalization","display_name":"Operationalization","score":0.4016999900341034}],"concepts":[{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.6984000205993652},{"id":"https://openalex.org/C168900304","wikidata":"https://www.wikidata.org/wiki/Q171407","display_name":"Valence (chemistry)","level":2,"score":0.5730999708175659},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5293999910354614},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.46540001034736633},{"id":"https://openalex.org/C2780583480","wikidata":"https://www.wikidata.org/wiki/Q1366327","display_name":"Tone (literature)","level":2,"score":0.4311999976634979},{"id":"https://openalex.org/C164850336","wikidata":"https://www.wikidata.org/wiki/Q3685487","display_name":"Interpersonal communication","level":2,"score":0.42640000581741333},{"id":"https://openalex.org/C162446236","wikidata":"https://www.wikidata.org/wiki/Q653137","display_name":"Content analysis","level":2,"score":0.4246000051498413},{"id":"https://openalex.org/C169087156","wikidata":"https://www.wikidata.org/wiki/Q2131593","display_name":"Framing (construction)","level":2,"score":0.40529999136924744},{"id":"https://openalex.org/C9354725","wikidata":"https://www.wikidata.org/wiki/Q286017","display_name":"Operationalization","level":2,"score":0.4016999900341034},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.3799000084400177},{"id":"https://openalex.org/C48856860","wikidata":"https://www.wikidata.org/wiki/Q12029","display_name":"Addiction","level":2,"score":0.3564000129699707},{"id":"https://openalex.org/C29730261","wikidata":"https://www.wikidata.org/wiki/Q274160","display_name":"Toxicity","level":2,"score":0.3495999872684479},{"id":"https://openalex.org/C3020774634","wikidata":"https://www.wikidata.org/wiki/Q3113318","display_name":"Emotional valence","level":3,"score":0.34610000252723694},{"id":"https://openalex.org/C2778152352","wikidata":"https://www.wikidata.org/wiki/Q5165061","display_name":"Content (measure theory)","level":2,"score":0.3422999978065491},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.3375000059604645},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.33149999380111694},{"id":"https://openalex.org/C79337645","wikidata":"https://www.wikidata.org/wiki/Q779824","display_name":"Outlier","level":2,"score":0.2962999939918518},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.29269999265670776},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.2890999913215637},{"id":"https://openalex.org/C526869908","wikidata":"https://www.wikidata.org/wiki/Q3298118","display_name":"Suicide prevention","level":3,"score":0.2847999930381775},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.28279998898506165},{"id":"https://openalex.org/C187155963","wikidata":"https://www.wikidata.org/wiki/Q629029","display_name":"Occupational safety and health","level":2,"score":0.27709999680519104},{"id":"https://openalex.org/C166735990","wikidata":"https://www.wikidata.org/wiki/Q1750812","display_name":"Human factors and ergonomics","level":3,"score":0.2711000144481659},{"id":"https://openalex.org/C2779891390","wikidata":"https://www.wikidata.org/wiki/Q964630","display_name":"Custodians","level":2,"score":0.2671999931335449},{"id":"https://openalex.org/C2993101085","wikidata":"https://www.wikidata.org/wiki/Q3623000","display_name":"Mental activity","level":3,"score":0.2513999938964844}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2606.13581","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.13581","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2606.13581","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.13581","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Despite":[0],"raising":[1],"concerns":[2],"about":[3,17],"the":[4,10,31,51,58,71,113,121],"mental":[5,77,245],"health":[6,78,246],"effects":[7],"associated":[8],"with":[9,147],"usage":[11],"of":[12,33,60,76,116,123,133,155,244],"TikTok,":[13],"little":[14],"is":[15,21,183,206],"known":[16],"how":[18,57],"related":[19],"content":[20,32,167,175],"framed":[22],"by":[23,27],"creators":[24],"and":[25,37,48,55,65,73,83,94,102,109,144,159,168,177,226,235],"received":[26],"audiences.":[28],"We":[29,67,86,128],"collect":[30],"28,341":[34],"TikTok":[35,52,249],"videos":[36,182,219],"80,130":[38],"comments":[39,191,216,225],"from":[40,89],"Mental":[41],"Health":[42],"Awareness":[43],"Month":[44],"(May)":[45],"in":[46,181,208,215,218,224,228],"2023":[47],"2024":[49],"via":[50],"Research":[53],"API,":[54],"study":[56],"tone":[59],"awareness":[61],"varies":[62],"across":[63,136],"topics":[64,88,230],"years.":[66],"characterize":[68],"\"tone\"":[69],"as":[70],"emotional":[72,141],"interpersonal":[74],"framing":[75],"discourse,":[79],"operationalized":[80],"through":[81],"sentiment":[82,100,158],"toxicity":[84,103,119,160],"measures.":[85],"extract":[87],"video":[90,107,166],"text":[91],"using":[92],"BERTopic":[93],"log-odds":[95],"keywords,":[96],"then":[97],"quantify":[98],"topic-conditioned":[99],"(XLM-T)":[101],"(Detoxify)":[104],"separately":[105,164],"for":[106,165,186,202],"transcriptions":[108],"comments.":[110],"Sentiment":[111,180],"captures":[112],"affective":[114],"valence":[115],"content,":[117,146],"while":[118,190],"reflects":[120],"presence":[122],"harmful":[124],"or":[125,198],"abusive":[126],"language.":[127],"find":[129],"a":[130,152,241],"stable":[131],"set":[132],"recurring":[134],"themes":[135],"years,":[137],"spanning":[138],"clinical":[139],"conditions,":[140],"disclosure,":[142],"self-care,":[143],"campaign-oriented":[145],"engagement":[148],"highly":[149],"skewed":[150],"toward":[151,195],"small":[153],"subset":[154],"topics.":[156],"All":[157],"analyses":[161],"are":[162,221],"computed":[163],"comments,":[169],"allowing":[170],"us":[171],"to":[172,193],"distinguish":[173],"between":[174],"production":[176],"audience":[178],"reception.":[179],"often":[184],"negative":[185],"emotionally":[187],"charged":[188],"topics,":[189],"tend":[192],"shift":[194],"more":[196,222],"mixed":[197],"positive":[199],"polarity,":[200],"especially":[201],"suicide":[203],"prevention.":[204],"Toxicity":[205],"low":[207],"median":[209],"overall,":[210],"but":[211],"exhibits":[212],"longer-tailed":[213],"outliers":[214],"than":[217],"that":[220],"pronounced":[223],"concentrated":[227],"specific":[229],"(e.g.,":[231],"\"Duet\",":[232],"\"Suicide":[233],"Prevention\",":[234],"\"Psychisch\").":[236],"Overall,":[237],"our":[238],"results":[239],"provide":[240],"topic-level":[242],"decomposition":[243],"discourse":[247],"on":[248],"during":[250],"awareness-month":[251],"campaigns.":[252]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-06-13T00:00:00"}
