{"id":"https://openalex.org/W3094421745","doi":"https://doi.org/10.1145/3415215","title":"A Framework for Understanding the Relationship between Social Media Discourse and Mental Health","display_name":"A Framework for Understanding the Relationship between Social Media Discourse and Mental Health","publication_year":2020,"publication_date":"2020-10-14","ids":{"openalex":"https://openalex.org/W3094421745","doi":"https://doi.org/10.1145/3415215","mag":"3094421745"},"language":"en","primary_location":{"id":"doi:10.1145/3415215","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3415215","pdf_url":null,"source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026604819","display_name":"Sanjana Mendu","orcid":"https://orcid.org/0000-0002-0766-610X"},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Sanjana Mendu","raw_affiliation_strings":["University of Virginia, Charlottesville, VA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Virginia, Charlottesville, VA, USA","institution_ids":["https://openalex.org/I51556381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028629003","display_name":"Anna Baglione","orcid":"https://orcid.org/0000-0003-1358-9195"},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anna Baglione","raw_affiliation_strings":["University of Virginia, Charlottesville, VA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Virginia, Charlottesville, VA, USA","institution_ids":["https://openalex.org/I51556381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015974189","display_name":"Sonia Baee","orcid":"https://orcid.org/0000-0001-7886-8078"},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sonia Baee","raw_affiliation_strings":["University of Virginia, Charlottesville, VA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Virginia, Charlottesville, VA, USA","institution_ids":["https://openalex.org/I51556381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049761760","display_name":"Congyu Wu","orcid":"https://orcid.org/0000-0002-6410-1375"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Congyu Wu","raw_affiliation_strings":["University of Texas at Austin, Austin, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Texas at Austin, Austin, TX, USA","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035825712","display_name":"Brandon Ng","orcid":"https://orcid.org/0000-0003-2423-9609"},"institutions":[{"id":"https://openalex.org/I158012942","display_name":"University of Richmond","ror":"https://ror.org/03y71xh61","country_code":"US","type":"education","lineage":["https://openalex.org/I158012942"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brandon Ng","raw_affiliation_strings":["University of Richmond, Richmond, VA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Richmond, Richmond, VA, USA","institution_ids":["https://openalex.org/I158012942"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083952093","display_name":"Adi Shaked","orcid":null},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Adi Shaked","raw_affiliation_strings":["University of Virginia, Charlottesville, VA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Virginia, Charlottesville, VA, USA","institution_ids":["https://openalex.org/I51556381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104993074","display_name":"Gerald L. Clore","orcid":null},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gerald Clore","raw_affiliation_strings":["University of Virginia, Charlottesville, VA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Virginia, Charlottesville, VA, USA","institution_ids":["https://openalex.org/I51556381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063971383","display_name":"Mehdi Boukhechba","orcid":"https://orcid.org/0000-0001-6295-2523"},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mehdi Boukhechba","raw_affiliation_strings":["University of Virginia, Charlottesville, VA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Virginia, Charlottesville, VA, USA","institution_ids":["https://openalex.org/I51556381"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012728152","display_name":"Laura E. Barnes","orcid":"https://orcid.org/0000-0001-8224-5164"},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Laura Barnes","raw_affiliation_strings":["University of Virginia, Charlottesville, VA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Virginia, Charlottesville, VA, USA","institution_ids":["https://openalex.org/I51556381"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5026604819"],"corresponding_institution_ids":["https://openalex.org/I51556381"],"apc_list":null,"apc_paid":null,"fwci":2.4524,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.89438636,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"4","issue":"CSCW2","first_page":"1","last_page":"23"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9994000196456909,"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":0.9994000196456909,"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/T13283","display_name":"Mental Health Research Topics","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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/T11519","display_name":"Digital Mental Health Interventions","score":0.9955000281333923,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/loneliness","display_name":"Loneliness","score":0.6908092498779297},{"id":"https://openalex.org/keywords/personality","display_name":"Personality","score":0.5538957715034485},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.5476824045181274},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5323845148086548},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5081355571746826},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.4823445677757263},{"id":"https://openalex.org/keywords/big-five-personality-traits","display_name":"Big Five personality traits","score":0.4106547236442566},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.3601011037826538},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33865272998809814},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3060792088508606},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.21998420357704163},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.18688517808914185}],"concepts":[{"id":"https://openalex.org/C2779998236","wikidata":"https://www.wikidata.org/wiki/Q223270","display_name":"Loneliness","level":2,"score":0.6908092498779297},{"id":"https://openalex.org/C187288502","wikidata":"https://www.wikidata.org/wiki/Q641118","display_name":"Personality","level":2,"score":0.5538957715034485},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.5476824045181274},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5323845148086548},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5081355571746826},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4823445677757263},{"id":"https://openalex.org/C2865642","wikidata":"https://www.wikidata.org/wiki/Q378132","display_name":"Big Five personality traits","level":3,"score":0.4106547236442566},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.3601011037826538},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33865272998809814},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3060792088508606},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.21998420357704163},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.18688517808914185},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3415215","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3415215","pdf_url":null,"source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.5600000023841858}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":88,"referenced_works":["https://openalex.org/W2402700","https://openalex.org/W28412257","https://openalex.org/W359818833","https://openalex.org/W1526225438","https://openalex.org/W1593045043","https://openalex.org/W1607171655","https://openalex.org/W1880262756","https://openalex.org/W1894490285","https://openalex.org/W1906543112","https://openalex.org/W1972001034","https://openalex.org/W1973379178","https://openalex.org/W1983126195","https://openalex.org/W1984060373","https://openalex.org/W1994045792","https://openalex.org/W1995672666","https://openalex.org/W2004244562","https://openalex.org/W2004388890","https://openalex.org/W2015136543","https://openalex.org/W2015275146","https://openalex.org/W2015319665","https://openalex.org/W2032963504","https://openalex.org/W2045080702","https://openalex.org/W2055176445","https://openalex.org/W2063348869","https://openalex.org/W2065161483","https://openalex.org/W2069186595","https://openalex.org/W2075469826","https://openalex.org/W2077880694","https://openalex.org/W2081155210","https://openalex.org/W2099556653","https://openalex.org/W2099766360","https://openalex.org/W2106422213","https://openalex.org/W2114595254","https://openalex.org/W2119595472","https://openalex.org/W2126288187","https://openalex.org/W2130602313","https://openalex.org/W2130815877","https://openalex.org/W2134568808","https://openalex.org/W2139433778","https://openalex.org/W2140910804","https://openalex.org/W2142318362","https://openalex.org/W2143017621","https://openalex.org/W2144392441","https://openalex.org/W2147085624","https://openalex.org/W2152154199","https://openalex.org/W2155151233","https://openalex.org/W2156039168","https://openalex.org/W2159375797","https://openalex.org/W2162051395","https://openalex.org/W2162090451","https://openalex.org/W2168289525","https://openalex.org/W2168690840","https://openalex.org/W2191487433","https://openalex.org/W2209374468","https://openalex.org/W2238172349","https://openalex.org/W2250553926","https://openalex.org/W2250766678","https://openalex.org/W2252191003","https://openalex.org/W2316993542","https://openalex.org/W2335744179","https://openalex.org/W2339881364","https://openalex.org/W2341279356","https://openalex.org/W2405042511","https://openalex.org/W2497165680","https://openalex.org/W2520441859","https://openalex.org/W2538581563","https://openalex.org/W2584084362","https://openalex.org/W2592180726","https://openalex.org/W2611802400","https://openalex.org/W2624700748","https://openalex.org/W2733962922","https://openalex.org/W2739725258","https://openalex.org/W2753882895","https://openalex.org/W2770118980","https://openalex.org/W2774111611","https://openalex.org/W2791011815","https://openalex.org/W2794752704","https://openalex.org/W2795715081","https://openalex.org/W2795986403","https://openalex.org/W2798628855","https://openalex.org/W2799024437","https://openalex.org/W2808154726","https://openalex.org/W2831845490","https://openalex.org/W2897583329","https://openalex.org/W2942539385","https://openalex.org/W2953053278","https://openalex.org/W4243663932","https://openalex.org/W4252836030"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W3112311188","https://openalex.org/W2317255260","https://openalex.org/W2141620662","https://openalex.org/W2308413298","https://openalex.org/W4312102834","https://openalex.org/W4382699229","https://openalex.org/W2348377837","https://openalex.org/W4237770083","https://openalex.org/W2986111703"],"abstract_inverted_index":{"Over":[0],"35%":[1],"of":[2,55,77,97,106,124,132,153,162,193,209,217],"the":[3,18,95,121,151],"world's":[4],"population":[5,170],"uses":[6],"social":[7,72,211],"media.":[8],"Platforms":[9],"like":[10],"Facebook,":[11],"Twitter,":[12],"and":[13,22,29,34,45,75,130,180,197,221],"Instagram":[14],"have":[15,51,83],"radically":[16],"influenced":[17],"way":[19],"individuals":[20],"interact":[21],"communicate.":[23],"These":[24],"platforms":[25],"facilitate":[26],"both":[27],"public":[28,108],"private":[30,92,125,163,210],"communication":[31,65],"with":[32,94],"strangers":[33],"friends":[35],"alike,":[36],"providing":[37],"rich":[38,141],"insight":[39],"into":[40],"an":[41],"individual's":[42],"personality,":[43],"health,":[44,219],"wellbeing.":[46],"To":[47],"date,":[48],"many":[49],"researchers":[50],"employed":[52],"a":[53,85,137,160,167,202],"variety":[54],"methods":[56],"for":[57,88,139],"extracting":[58,89],"mental":[59,133,218],"health-centric":[60],"features":[61,90,208],"from":[62,91,144],"digital":[63,145],"text":[64,146],"(DTC)":[66],"data,":[67],"including":[68],"natural":[69],"language":[70,186],"processing,":[71],"network":[73],"analysis,":[74],"extraction":[76],"temporal":[78,179],"discourse":[79],"patterns.":[80],"However,":[81],"none":[82],"explored":[84],"hierarchical":[86],"framework":[87,138,155],"messages":[93,165,213],"goal":[96],"unifying":[98],"approaches":[99],"across":[100],"methodological":[101],"domains.":[102],"Furthermore,":[103],"while":[104],"analyses":[105],"large,":[107],"corpora":[109],"abound":[110],"in":[111,166,178,188,206],"existing":[112],"literature,":[113],"limited":[114],"work":[115,200],"has":[116],"been":[117],"done":[118],"to":[119,159,190,214],"explore":[120],"relationship":[122],"between":[123],"textual":[126],"communications,":[127],"personality":[128],"traits,":[129],"symptoms":[131],"illness.":[134],"We":[135,148],"present":[136],"constructing":[140],"feature":[142],"spaces":[143],"communications.":[147],"then":[149],"demonstrate":[150],"efficacy":[152],"our":[154],"by":[156],"applying":[157],"it":[158],"dataset":[161],"Facebook":[164],"college":[168],"student":[169],"(N=103).":[171],"Our":[172],"results":[173],"reveal":[174],"key":[175],"individual":[176],"differences":[177],"relational":[181],"behaviors,":[182],"as":[183,185],"well":[184],"usage":[187],"relation":[189],"validated":[191,215],"measures":[192,216],"trait-level":[194],"anxiety,":[195],"loneliness,":[196],"personality.":[198,222],"This":[199],"represents":[201],"critical":[203],"step":[204],"forward":[205],"linking":[207],"media":[212],"wellbeing,":[220]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
