{"id":"https://openalex.org/W2732931597","doi":"https://doi.org/10.1145/3079452.3079465","title":"Emotional and Linguistic Cues of Depression from Social Media","display_name":"Emotional and Linguistic Cues of Depression from Social Media","publication_year":2017,"publication_date":"2017-07-02","ids":{"openalex":"https://openalex.org/W2732931597","doi":"https://doi.org/10.1145/3079452.3079465","mag":"2732931597"},"language":"en","primary_location":{"id":"doi:10.1145/3079452.3079465","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3079452.3079465","pdf_url":"http://dl.acm.org/ft_gateway.cfm?id=3079465&type=pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2017 International Conference on Digital Health","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"http://dl.acm.org/ft_gateway.cfm?id=3079465&type=pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080114650","display_name":"Nikhita Vedula","orcid":"https://orcid.org/0000-0003-4857-5308"},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Nikhita Vedula","raw_affiliation_strings":["Ohio State University, Columbus, OH, USA"],"affiliations":[{"raw_affiliation_string":"Ohio State University, Columbus, OH, USA","institution_ids":["https://openalex.org/I52357470"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100755351","display_name":"Srinivasan Parthasarathy","orcid":"https://orcid.org/0000-0002-6062-6449"},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Srinivasan Parthasarathy","raw_affiliation_strings":["Ohio State University, Columbus, OH, USA"],"affiliations":[{"raw_affiliation_string":"Ohio State University, Columbus, OH, USA","institution_ids":["https://openalex.org/I52357470"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5080114650"],"corresponding_institution_ids":["https://openalex.org/I52357470"],"apc_list":null,"apc_paid":null,"fwci":5.8817,"has_fulltext":true,"cited_by_count":65,"citation_normalized_percentile":{"value":0.95984398,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"127","last_page":"136"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9980000257492065,"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":0.9980000257492065,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.989799976348877,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.6279013156890869},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5172627568244934},{"id":"https://openalex.org/keywords/observational-study","display_name":"Observational study","score":0.5101149678230286},{"id":"https://openalex.org/keywords/pronoun","display_name":"Pronoun","score":0.48271438479423523},{"id":"https://openalex.org/keywords/id-ego-and-super-ego","display_name":"Id, ego and super-ego","score":0.4690668284893036},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.45407921075820923},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.445476770401001},{"id":"https://openalex.org/keywords/social-network","display_name":"Social network (sociolinguistics)","score":0.43886128067970276},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.4345897138118744},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.4177103042602539},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.4100951552391052},{"id":"https://openalex.org/keywords/clinical-psychology","display_name":"Clinical psychology","score":0.3310646116733551},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3194780945777893},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2541322708129883},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.2217877209186554},{"id":"https://openalex.org/keywords/psychotherapist","display_name":"Psychotherapist","score":0.17299270629882812},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.15265265107154846},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.14134958386421204}],"concepts":[{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.6279013156890869},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5172627568244934},{"id":"https://openalex.org/C23131810","wikidata":"https://www.wikidata.org/wiki/Q818574","display_name":"Observational study","level":2,"score":0.5101149678230286},{"id":"https://openalex.org/C2778551981","wikidata":"https://www.wikidata.org/wiki/Q36224","display_name":"Pronoun","level":2,"score":0.48271438479423523},{"id":"https://openalex.org/C9180747","wikidata":"https://www.wikidata.org/wiki/Q486893","display_name":"Id, ego and super-ego","level":2,"score":0.4690668284893036},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.45407921075820923},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.445476770401001},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.43886128067970276},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.4345897138118744},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.4177103042602539},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.4100951552391052},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.3310646116733551},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3194780945777893},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2541322708129883},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.2217877209186554},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.17299270629882812},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.15265265107154846},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.14134958386421204},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3079452.3079465","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3079452.3079465","pdf_url":"http://dl.acm.org/ft_gateway.cfm?id=3079465&type=pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2017 International Conference on Digital Health","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3079452.3079465","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3079452.3079465","pdf_url":"http://dl.acm.org/ft_gateway.cfm?id=3079465&type=pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2017 International Conference on Digital Health","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.5299999713897705}],"awards":[{"id":"https://openalex.org/G4703476014","display_name":null,"funder_award_id":"NSF-EAR-1520870","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8585119406","display_name":null,"funder_award_id":"1520870","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2732931597.pdf","grobid_xml":"https://content.openalex.org/works/W2732931597.grobid-xml"},"referenced_works_count":82,"referenced_works":["https://openalex.org/W2402700","https://openalex.org/W48895825","https://openalex.org/W120301130","https://openalex.org/W201361503","https://openalex.org/W359818833","https://openalex.org/W850481693","https://openalex.org/W1502916507","https://openalex.org/W1506363255","https://openalex.org/W1511343964","https://openalex.org/W1526394777","https://openalex.org/W1549514249","https://openalex.org/W1550071148","https://openalex.org/W1590111181","https://openalex.org/W1854214752","https://openalex.org/W1967880951","https://openalex.org/W1971409231","https://openalex.org/W1979294221","https://openalex.org/W1985109665","https://openalex.org/W1987425720","https://openalex.org/W2002118684","https://openalex.org/W2002830978","https://openalex.org/W2008803468","https://openalex.org/W2012339158","https://openalex.org/W2012679078","https://openalex.org/W2012833704","https://openalex.org/W2013029404","https://openalex.org/W2013128584","https://openalex.org/W2021278340","https://openalex.org/W2040017767","https://openalex.org/W2042123098","https://openalex.org/W2042951514","https://openalex.org/W2045049260","https://openalex.org/W2045633722","https://openalex.org/W2053266703","https://openalex.org/W2059944506","https://openalex.org/W2062402596","https://openalex.org/W2068288435","https://openalex.org/W2068399434","https://openalex.org/W2069870183","https://openalex.org/W2070493638","https://openalex.org/W2076219102","https://openalex.org/W2078327837","https://openalex.org/W2081212507","https://openalex.org/W2082945558","https://openalex.org/W2095836023","https://openalex.org/W2100772444","https://openalex.org/W2105323129","https://openalex.org/W2107904695","https://openalex.org/W2108646579","https://openalex.org/W2110161496","https://openalex.org/W2112205306","https://openalex.org/W2118942057","https://openalex.org/W2125269912","https://openalex.org/W2127048411","https://openalex.org/W2129620481","https://openalex.org/W2131756982","https://openalex.org/W2131969412","https://openalex.org/W2136986528","https://openalex.org/W2138825227","https://openalex.org/W2144780381","https://openalex.org/W2156362071","https://openalex.org/W2156523427","https://openalex.org/W2156855109","https://openalex.org/W2160367613","https://openalex.org/W2162051395","https://openalex.org/W2174706414","https://openalex.org/W2186329757","https://openalex.org/W2250553926","https://openalex.org/W2329627532","https://openalex.org/W2405042511","https://openalex.org/W2417366707","https://openalex.org/W2545446346","https://openalex.org/W2950133940","https://openalex.org/W2978422749","https://openalex.org/W3099795033","https://openalex.org/W3102641634","https://openalex.org/W4244707235","https://openalex.org/W6639055396","https://openalex.org/W6661895114","https://openalex.org/W6729311779","https://openalex.org/W6736960337","https://openalex.org/W7033975099"],"related_works":["https://openalex.org/W4381328000","https://openalex.org/W2109147503","https://openalex.org/W2384047230","https://openalex.org/W4317827682","https://openalex.org/W1984720268","https://openalex.org/W2103779230","https://openalex.org/W2322581019","https://openalex.org/W2548633793","https://openalex.org/W334096847","https://openalex.org/W3141050733"],"abstract_inverted_index":{"Health":[0],"outcomes":[1],"in":[2,95,118],"modern":[3],"society":[4],"are":[5,151],"often":[6],"shaped":[7],"by":[8,34],"peer":[9],"interactions.":[10],"Increasingly,":[11],"a":[12,59,174],"significant":[13,93],"fraction":[14],"of":[15,63,89,98,141,153,187],"such":[16,181],"interactions":[17,48],"happen":[18],"online":[19,108],"and":[20,29,37,53,66,78,106,113,132,136,146,170],"can":[21,74,183],"have":[22],"an":[23,42,164,185],"impact":[24],"on":[25,158,180],"various":[26],"mental":[27],"health":[28,31],"behavioral":[30],"outcomes.":[32],"Guided":[33],"appropriate":[35],"social":[36,82],"psychological":[38],"research,":[39],"we":[40,70,161],"conduct":[41],"observational":[43],"study":[44],"to":[45,85,138,166,176],"understand":[46],"the":[47,96,102,154],"between":[49,143],"clinically":[50],"depressed":[51,99,144],"users":[52,65,100,145],"their":[54,67,147],"ego-network":[55,148],"when":[56],"contrasted":[57],"with":[58],"differential":[60],"control":[61,103],"group":[62],"normal":[64],"ego-network.":[68],"Specifically,":[69],"examine":[71],"if":[72],"one":[73],"identify":[75],"relevant":[76,168],"linguistic":[77,124],"emotional":[79],"signals":[80],"from":[81,101],"media":[83],"exchanges":[84],"detect":[86],"symptomatic":[87],"cues":[88],"depression.":[90],"We":[91],"observe":[92],"deviations":[94],"behavior":[97],"group.":[104],"Reduced":[105],"nocturnal":[107],"activity":[109],"patterns,":[110],"reduced":[111],"active":[112],"passive":[114],"network":[115],"participation,":[116],"increase":[117],"negative":[119],"sentiment":[120],"or":[121],"emotion,":[122],"distinct":[123],"styles":[125],"(e.g.":[126],"self-focused":[127],"pronoun":[128],"usage),":[129],"highly":[130],"clustered":[131],"tightly-knit":[133],"neighborhood":[134],"structure,":[135],"little":[137],"no":[139],"exchange":[140],"influence":[142],"over":[149],"time":[150],"some":[152],"observed":[155],"characteristics.":[156],"Based":[157],"our":[159],"observations,":[160],"then":[162],"describe":[163],"approach":[165],"extract":[167],"features":[169,182],"show":[171],"that":[172],"building":[173],"classifier":[175],"predict":[177],"depression":[178],"based":[179],"achieve":[184],"F-score":[186],"90%.":[188]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":6}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}