{"id":"https://openalex.org/W4393708429","doi":"https://doi.org/10.5281/zenodo.7693958","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/W4393708429","doi":"https://doi.org/10.5281/zenodo.7693958"},"language":"en","primary_location":{"id":"pmh:oai:zenodo.org:7703193","doi":null,"is_oa":true,"landing_page_url":"https://zenodo.org/record/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,"listed_in":[],"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"dataset"},"volume":null,"type":"dataset","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","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","observed_orcids":["https://orcid.org/0000-0002-8179-6180","https://orcid.org/0000-0002-4850-2718"]},"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"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Liu, Tingting","raw_affiliation_strings":["National Institute on Drug Abuse, National Institutes of Health"],"raw_orcid":"https://orcid.org/0000-0002-8179-6180","affiliations":[{"raw_affiliation_string":"National Institute on Drug Abuse, National Institutes of Health","institution_ids":["https://openalex.org/I1327069482"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028629356","display_name":"Devansh Jain","orcid":"https://orcid.org/0000-0002-1461-6696","observed_orcids":["https://orcid.org/0000-0002-1461-6696"]},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jain, Devansh","raw_affiliation_strings":["University of Pennsylvania"],"raw_orcid":"https://orcid.org/0000-0002-1461-6696","affiliations":[{"raw_affiliation_string":"University of Pennsylvania","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020695896","display_name":"Shivani Reddy Rapole","orcid":"https://orcid.org/0000-0002-9152-6774","observed_orcids":["https://orcid.org/0000-0002-9152-6774"]},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rapole, Shivani Reddy","raw_affiliation_strings":["University of Pennsylvania"],"raw_orcid":"https://orcid.org/0000-0002-9152-6774","affiliations":[{"raw_affiliation_string":"University of Pennsylvania","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076193392","display_name":"Brenda L. Curtis","orcid":"https://orcid.org/0000-0002-2511-3322","observed_orcids":["https://orcid.org/0000-0002-2511-3322"]},"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"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Curtis, Brenda","raw_affiliation_strings":["National Institute on Drug Abuse, National Institutes of Health"],"raw_orcid":"https://orcid.org/0000-0002-2511-3322","affiliations":[{"raw_affiliation_string":"National Institute on Drug Abuse, National Institutes of Health","institution_ids":["https://openalex.org/I1327069482"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079039372","display_name":"johannes Christopher Eichstaedt","orcid":"https://orcid.org/0000-0002-3220-2972","observed_orcids":["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"],"raw_orcid":"https://orcid.org/0000-0002-3220-2972","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","observed_orcids":["https://orcid.org/0000-0003-2047-1443"]},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ungar, Lyle H.","raw_affiliation_strings":["University of Pennsylvania"],"raw_orcid":"https://orcid.org/0000-0003-2047-1443","affiliations":[{"raw_affiliation_string":"University of Pennsylvania","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010646067","display_name":"Sharath Chandra Guntuku","orcid":"https://orcid.org/0000-0002-2929-0035","observed_orcids":["https://orcid.org/0000-0002-2929-0035"]},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Guntuku, Sharath Chandra","raw_affiliation_strings":["University of Pennsylvania"],"raw_orcid":"https://orcid.org/0000-0002-2929-0035","affiliations":[{"raw_affiliation_string":"University of Pennsylvania","institution_ids":["https://openalex.org/I79576946"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"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/T12488","display_name":"Mental Health via Writing","score":1.0,"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":1.0,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.0,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.0,"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/depression","display_name":"depression","score":0.7409999966621399},{"id":"https://openalex.org/keywords/depressive-symptoms","display_name":"depressive symptoms","score":0.7670000195503235},{"id":"https://openalex.org/keywords/reddit","display_name":"Reddit","score":0.4950000047683716},{"id":"https://openalex.org/keywords/digital-mental-health","display_name":"digital mental health","score":0.5559999942779541},{"id":"https://openalex.org/keywords/symptom-detection","display_name":"symptom detection","score":0.6909999847412109},{"id":"https://openalex.org/keywords/roberta-embeddings","display_name":"RoBERTa embeddings","score":0.7630000114440918},{"id":"https://openalex.org/keywords/topic-modeling","display_name":"topic modeling","score":0.5460000038146973},{"id":"https://openalex.org/keywords/latent-dirichlet-allocation","display_name":"latent Dirichlet allocation","score":0.734000027179718},{"id":"https://openalex.org/keywords/phq-9","display_name":"PHQ-9","score":0.7799999713897705},{"id":"https://openalex.org/keywords/gad-7","display_name":"GAD-7","score":0.9330000281333923},{"id":"https://openalex.org/keywords/loneliness","display_name":"loneliness","score":0.8309999704360962},{"id":"https://openalex.org/keywords/anxiety","display_name":"anxiety","score":0.41499999165534973},{"id":"https://openalex.org/keywords/lexica","display_name":"lexica","score":0.5329999923706055},{"id":"https://openalex.org/keywords/social-media-discourse","display_name":"social media discourse","score":0.34200000762939453}],"concepts":[{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.7083687782287598},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3803093433380127},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.3546185791492462},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.35434800386428833},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3317441940307617},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.32966333627700806},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3280819058418274},{"id":"https://openalex.org/C165556158","wikidata":"https://www.wikidata.org/wiki/Q83937","display_name":"Keynesian economics","level":1,"score":0.0767856240272522},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.05268394947052002}],"mesh":[],"locations_count":4,"locations":[{"id":"pmh:oai:zenodo.org:7703193","doi":null,"is_oa":true,"landing_page_url":"https://zenodo.org/record/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,"listed_in":[],"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"dataset"},{"id":"doi:10.5281/zenodo.7693958","doi":"https://doi.org/10.5281/zenodo.7693958","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.7693958","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,"listed_in":[],"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":false,"raw_source_name":null,"raw_type":"Dataset"},{"id":"doi:10.5281/zenodo.7693959","doi":"https://doi.org/10.5281/zenodo.7693959","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.7693959","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,"listed_in":[],"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":false,"raw_source_name":null,"raw_type":"Dataset"},{"id":"doi:10.5281/zenodo.7703193","doi":"https://doi.org/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,"listed_in":[],"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":false,"raw_source_name":null,"raw_type":"Dataset"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:7703193","doi":null,"is_oa":true,"landing_page_url":"https://zenodo.org/record/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,"listed_in":[],"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"dataset"},"sustainable_development_goals":[{"score":0.6240000128746033,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7170070178","https://openalex.org/W7170710358","https://openalex.org/W4411962071","https://openalex.org/W2927148761","https://openalex.org/W4309827595","https://openalex.org/W3034638315","https://openalex.org/W4410049545","https://openalex.org/W4386081745","https://openalex.org/W4416017198","https://openalex.org/W6889974857"],"abstract_inverted_index":{"Depression":[0],"is":[1,13,122],"known":[2],"to":[3,15,32,153,211,217],"have":[4],"heterogeneous":[5],"symptom":[6,76,196,199],"manifestations.":[7],"Investigating":[8],"various":[9],"symptoms":[10,34,52,205],"of":[11,35,50,53,117,124,142,173,181],"depression":[12,27,36,54,107,190],"essential":[14],"understanding":[16],"underlying":[17],"mechanisms":[18],"and":[19,28,103,111,120],"personalizing":[20],"treatments.":[21],"We":[22,44,63,90,145,175],"use":[23],"Reddit":[24,87,186],"posts":[25,57,79,102,183],"from":[26,58,80,148],"mental":[29],"health-related":[30],"subreddits":[31,82],"detect":[33,74],"in":[37,184],"a":[38,96,137],"distantly":[39],"supervised":[40],"manner.":[41],"Specifically:":[42],"-":[43,62,89],"identified":[45],"the":[46,85,92,118,129,143,149,178,185,213],"online":[47],"language":[48],"markers":[49],"13":[51,65],"using":[55],"1,318,749":[56],"43":[59],"subreddit":[60],"communities.":[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.":[78,197,200],"control":[81,198,201],"contributed":[83],"by":[84],"same":[86],"users.":[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":[115,192],"description":[116],"data":[119,194],"part":[123],"our":[125],"paper":[126],"published":[127],"at":[128,169],"15th":[130],"ACM":[131],"Web":[132],"Science":[133],"Conference":[134],"2023":[135],"as":[136],"full":[138],"paper.":[139],"Brief":[140],"Description":[141],"Lexica":[144],"employed":[146],"happierfuntokenizer":[147],"DLATK":[150],"Python":[151],"library":[152],"tokenize":[154],"all":[155,182,203],"posts.":[156],"Using":[157],"Latent":[158],"Dirichlet":[159],"Allocation":[160],"(LDA)":[161],"with":[162],"MALLET":[163],"implementation,":[164],"we":[165],"generated":[166],"200":[167],"topics":[168],"an":[170],"alpha":[171],"level":[172],"5.":[174],"then":[176],"analyzed":[177],"topic":[179],"distribution":[180],"dataset":[187],"for":[188],"each":[189],"symptom.":[191],"current":[193],"includes:":[195],"+":[202],"other":[204],"To":[206],"learn":[207],"more":[208],"about":[209],"how":[210],"utilize":[212],"lexica,":[214],"please":[215],"refer":[216],"this":[218],"link:":[219],"https://github.com/sjgiorgi/dlatk-lexica":[220]},"counts_by_year":[],"updated_date":"2026-10-09T09:14:12.587421","created_date":"2024-04-03T00:00:00"}
