{"id":"https://openalex.org/W4393531064","doi":"https://doi.org/10.5281/zenodo.7703193","title":"Detecting Symptoms of Depression on Reddit","display_name":"Detecting Symptoms of Depression on Reddit","publication_year":2023,"publication_date":"2023-02-28","ids":{"openalex":"https://openalex.org/W4393531064","doi":"https://doi.org/10.5281/zenodo.7703193"},"language":"en","primary_location":{"id":"pmh:oai:zenodo.org:7703193","is_oa":true,"landing_page_url":"https://zenodo.org/record/7703193","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/other"},"type":"dataset","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://zenodo.org/record/7703193","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100706822","display_name":"Tingting Liu","orcid":"https://orcid.org/0000-0002-8179-6180"},"institutions":[{"id":"https://openalex.org/I1327069482","display_name":"National Institute on Drug Abuse","ror":"https://ror.org/00fq5cm18","country_code":"US","type":"facility","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1299303238","https://openalex.org/I1327069482"]},{"id":"https://openalex.org/I1299303238","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88","country_code":"US","type":"government","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1299303238"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Liu, Tingting","raw_affiliation_strings":["National Institute on Drug Abuse, National Institutes of Health"],"affiliations":[{"raw_affiliation_string":"National Institute on Drug Abuse, National Institutes of Health","institution_ids":["https://openalex.org/I1327069482","https://openalex.org/I1299303238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028629356","display_name":"Devansh Jain","orcid":"https://orcid.org/0000-0002-1461-6696"},"institutions":[{"id":"https://openalex.org/I36788626","display_name":"California University of Pennsylvania","ror":"https://ror.org/01spssf70","country_code":"US","type":"education","lineage":["https://openalex.org/I36788626"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jain, Devansh","raw_affiliation_strings":["University of Pennsylvania"],"affiliations":[{"raw_affiliation_string":"University of Pennsylvania","institution_ids":["https://openalex.org/I36788626"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020695896","display_name":"Shivani Reddy Rapole","orcid":"https://orcid.org/0000-0002-9152-6774"},"institutions":[{"id":"https://openalex.org/I36788626","display_name":"California University of Pennsylvania","ror":"https://ror.org/01spssf70","country_code":"US","type":"education","lineage":["https://openalex.org/I36788626"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rapole, Shivani Reddy","raw_affiliation_strings":["University of Pennsylvania"],"affiliations":[{"raw_affiliation_string":"University of Pennsylvania","institution_ids":["https://openalex.org/I36788626"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076193392","display_name":"Brenda Curtis","orcid":"https://orcid.org/0000-0002-2511-3322"},"institutions":[{"id":"https://openalex.org/I1299303238","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88","country_code":"US","type":"government","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1299303238"]},{"id":"https://openalex.org/I1327069482","display_name":"National Institute on Drug Abuse","ror":"https://ror.org/00fq5cm18","country_code":"US","type":"facility","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1299303238","https://openalex.org/I1327069482"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Curtis, Brenda","raw_affiliation_strings":["National Institute on Drug Abuse, National Institutes of Health"],"affiliations":[{"raw_affiliation_string":"National Institute on Drug Abuse, National Institutes of Health","institution_ids":["https://openalex.org/I1327069482","https://openalex.org/I1299303238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079039372","display_name":"Johannes C. Eichstaedt","orcid":"https://orcid.org/0000-0002-3220-2972"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Eichstaedt, Johannes C.","raw_affiliation_strings":["Stanford University"],"affiliations":[{"raw_affiliation_string":"Stanford University","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044944954","display_name":"Lyle Ungar","orcid":"https://orcid.org/0000-0003-2047-1443"},"institutions":[{"id":"https://openalex.org/I36788626","display_name":"California University of Pennsylvania","ror":"https://ror.org/01spssf70","country_code":"US","type":"education","lineage":["https://openalex.org/I36788626"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ungar, Lyle H.","raw_affiliation_strings":["University of Pennsylvania"],"affiliations":[{"raw_affiliation_string":"University of Pennsylvania","institution_ids":["https://openalex.org/I36788626"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010646067","display_name":"Sharath Chandra Guntuku","orcid":"https://orcid.org/0000-0002-2929-0035"},"institutions":[{"id":"https://openalex.org/I36788626","display_name":"California University of Pennsylvania","ror":"https://ror.org/01spssf70","country_code":"US","type":"education","lineage":["https://openalex.org/I36788626"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Guntuku, Sharath Chandra","raw_affiliation_strings":["University of Pennsylvania"],"affiliations":[{"raw_affiliation_string":"University of Pennsylvania","institution_ids":["https://openalex.org/I36788626"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100706822"],"corresponding_institution_ids":["https://openalex.org/I1299303238","https://openalex.org/I1327069482"],"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/T12488","display_name":"Mental Health via Writing","score":0.9983999729156494,"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":0.9983999729156494,"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":0.9733999967575073,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9584000110626221,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.7618352174758911},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.42105403542518616},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.333495169878006},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3329775333404541},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.33075907826423645},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.3222059905529022},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.290891170501709},{"id":"https://openalex.org/keywords/keynesian-economics","display_name":"Keynesian economics","score":0.09790140390396118},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.08250376582145691}],"concepts":[{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.7618352174758911},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.42105403542518616},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.333495169878006},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3329775333404541},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.33075907826423645},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.3222059905529022},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.290891170501709},{"id":"https://openalex.org/C165556158","wikidata":"https://www.wikidata.org/wiki/Q83937","display_name":"Keynesian economics","level":1,"score":0.09790140390396118},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.08250376582145691}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:zenodo.org:7703193","is_oa":true,"landing_page_url":"https://zenodo.org/record/7703193","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/other"},{"id":"doi:10.5281/zenodo.7703193","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.7703193","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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":"dataset"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:7703193","is_oa":true,"landing_page_url":"https://zenodo.org/record/7703193","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/other"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2931662336","https://openalex.org/W2077865380","https://openalex.org/W2765597752","https://openalex.org/W2134894512","https://openalex.org/W2083375246","https://openalex.org/W2067108088","https://openalex.org/W2085372204","https://openalex.org/W4391301621","https://openalex.org/W2769102919"],"abstract_inverted_index":{"Depression":[0],"is":[1,13,122],"known":[2],"to":[3,15,32,155,213,219],"have":[4],"heterogeneous":[5],"symptom":[6,76,198,201],"manifestations.":[7],"Investigating":[8],"various":[9],"symptoms":[10,34,52,207],"of":[11,35,50,53,117,124,143,175,183],"depression":[12,27,36,54,107,192],"essential":[14],"understanding":[16],"underlying":[17],"mechanisms":[18],"and":[19,28,103,111,120],"personalizing":[20],"treatments.":[21],"We":[22,44,63,90,147,177],"use":[23],"Reddit":[24,87,188],"posts":[25,57,79,102,185],"from":[26,58,80,150],"mental":[29],"health-related":[30],"subreddits":[31,82],"detect":[33,74],"in":[37,186],"a":[38,96,137],"distantly":[39],"supervised":[40],"manner.":[41],"Specifically:":[42],"-":[43,62,89],"identified":[45],"the":[46,85,92,118,129,144,151,180,187,215],"online":[47],"language":[48],"markers":[49],"13":[51,65],"using":[55],"1,318,749":[56],"43":[59],"subreddit":[60],"communities.<br>":[61],"built":[64],"prediction":[66,93],"models":[67,94,121],"(based":[68],"on":[69,95],"RoBERTa":[70],"embeddings)":[71],"that":[72],"can":[73],"specific":[75],"discourse":[77],"vs.":[78,199,202],"control":[81,200,203],"contributed":[83],"by":[84],"same":[86],"users.<br>":[88],"validated":[91],"sample":[97],"who":[98],"shared":[99],"their":[100],"Facebook":[101],"also":[104],"took":[105],"self-report":[106],"(PHQ-9),":[108],"anxiety":[109],"(GAD-7),":[110],"loneliness":[112],"(UCLA-3)":[113],"surveys.":[114],"The":[115,194],"description":[116],"data":[119,196],"part":[123],"our":[125],"paper":[126],"published":[127],"at":[128,171],"15th":[130],"ACM":[131],"Web":[132],"Science":[133],"Conference":[134],"2023":[135],"as":[136],"full":[138],"paper.":[139],"<br>":[140],"<strong>Brief":[141],"Description":[142],"Lexica":[145],"</strong>":[146],"employed":[148],"happierfuntokenizer":[149],"DLATK":[152],"Python":[153],"library":[154],"tokenize":[156],"all":[157,184,205],"posts.":[158],"Using":[159],"Latent":[160],"Dirichlet":[161],"Allocation":[162],"(LDA)":[163],"with":[164],"MALLET":[165],"implementation,":[166],"we":[167],"generated":[168],"200":[169],"topics":[170],"an":[172],"alpha":[173],"level":[174],"5.":[176],"then":[178],"analyzed":[179],"topic":[181],"distribution":[182],"dataset":[189],"for":[190],"each":[191],"symptom.":[193],"current":[195],"includes:":[197],"+":[204],"other":[206],"To":[208],"learn":[209],"more":[210],"about":[211],"how":[212],"utilize":[214],"lexica,":[216],"please":[217],"refer":[218],"this":[220],"link:":[221],"https://github.com/sjgiorgi/dlatk-lexica":[222]},"counts_by_year":[],"updated_date":"2026-02-05T00:54:17.221276","created_date":"2025-10-10T00:00:00"}