{"id":"https://openalex.org/W4405306003","doi":"https://doi.org/10.1109/besc64747.2024.10780472","title":"Sentiment Analysis for Detection of Depressive Users on Social Networks","display_name":"Sentiment Analysis for Detection of Depressive Users on Social Networks","publication_year":2024,"publication_date":"2024-08-16","ids":{"openalex":"https://openalex.org/W4405306003","doi":"https://doi.org/10.1109/besc64747.2024.10780472"},"language":"en","primary_location":{"id":"doi:10.1109/besc64747.2024.10780472","is_oa":false,"landing_page_url":"https://doi.org/10.1109/besc64747.2024.10780472","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 11th International Conference on Behavioural and Social Computing (BESC)","raw_type":"proceedings-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/A5115408365","display_name":"Christopher Wigell","orcid":null},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Christopher Wigell","raw_affiliation_strings":["School of Mathematics, Physics, and Computing, University of Southern Queensland,Australia"],"affiliations":[{"raw_affiliation_string":"School of Mathematics, Physics, and Computing, University of Southern Queensland,Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065941595","display_name":"Xiaohui Tao","orcid":"https://orcid.org/0000-0002-0020-077X"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xiaohui Tao","raw_affiliation_strings":["School of Mathematics, Physics, and Computing, University of Southern Queensland,Australia"],"affiliations":[{"raw_affiliation_string":"School of Mathematics, Physics, and Computing, University of Southern Queensland,Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100412815","display_name":"Lin Li","orcid":"https://orcid.org/0000-0001-7553-6916"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Li","raw_affiliation_strings":["School of Computer Science and Artificial Intelligence, Wuhan University of Technology,China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Artificial Intelligence, Wuhan University of Technology,China","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100774729","display_name":"Grace Wang","orcid":"https://orcid.org/0000-0003-2063-031X"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Grace Y Wang","raw_affiliation_strings":["School of Psychology and Wellbeing, University of Southern Queensland,Australia"],"affiliations":[{"raw_affiliation_string":"School of Psychology and Wellbeing, University of Southern Queensland,Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101803995","display_name":"Ji Zhang","orcid":"https://orcid.org/0000-0001-8299-5301"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ji Zhang","raw_affiliation_strings":["School of Mathematics, Physics, and Computing, University of Southern Queensland,Australia"],"affiliations":[{"raw_affiliation_string":"School of Mathematics, Physics, and Computing, University of Southern Queensland,Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103271951","display_name":"Yuan Sun","orcid":"https://orcid.org/0000-0001-5381-0857"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuan Sun","raw_affiliation_strings":["NII Library,Information and Society Research Division,Japan"],"affiliations":[{"raw_affiliation_string":"NII Library,Information and Society Research Division,Japan","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5115408365"],"corresponding_institution_ids":["https://openalex.org/I185523456"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.29481677,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9538999795913696,"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":0.9538999795913696,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7298895716667175},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.578195333480835},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.31363385915756226}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7298895716667175},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.578195333480835},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31363385915756226}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/besc64747.2024.10780472","is_oa":false,"landing_page_url":"https://doi.org/10.1109/besc64747.2024.10780472","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 11th International Conference on Behavioural and Social Computing (BESC)","raw_type":"proceedings-article"},{"id":"pmh:doi:10.26192/z9y7y","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Masters Thesis"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.550000011920929}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1542462979","https://openalex.org/W2048533792","https://openalex.org/W2066946967","https://openalex.org/W2082153409","https://openalex.org/W2122522916","https://openalex.org/W2132322340","https://openalex.org/W2147085624","https://openalex.org/W2294345429","https://openalex.org/W2513928994","https://openalex.org/W2618261852","https://openalex.org/W2618892436","https://openalex.org/W2623779865","https://openalex.org/W2741216199","https://openalex.org/W2743529124","https://openalex.org/W2901252034","https://openalex.org/W2963261455","https://openalex.org/W2989411126","https://openalex.org/W3034410199","https://openalex.org/W3099904545","https://openalex.org/W3124908461","https://openalex.org/W3208954537","https://openalex.org/W4366821924"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2548633793","https://openalex.org/W3013279174","https://openalex.org/W2941935829","https://openalex.org/W2596247554","https://openalex.org/W3132372214","https://openalex.org/W4224284088","https://openalex.org/W4286571989"],"abstract_inverted_index":{"Depression":[0],"affects":[1],"approximately":[2],"121":[3],"million":[4],"people":[5],"worldwide":[6],"and":[7,45,54,68,141],"has":[8],"as":[9,15],"significant":[10],"an":[11],"influence":[12],"on":[13,49],"patients":[14],"it":[16],"does":[17],"their":[18],"carers.":[19],"Until":[20],"recently,":[21],"psychologists":[22],"used":[23,73],"paper":[24],"based":[25],"psychological":[26],"batteries":[27],"for":[28,116,136,166],"screening.":[29],"New":[30],"developments":[31],"in":[32,43,160],"Natural":[33],"Language":[34],"Processing":[35],"however":[36],"have":[37],"enabled":[38],"real-time":[39],"analysis,":[40],"offering":[41],"increases":[42],"scalability":[44],"accessibility.":[46],"We":[47],"built":[48],"current":[50],"knowledge":[51],"by":[52,106,169],"developing":[53],"training":[55],"several":[56],"Centralised":[57],"Neural":[58],"Network":[59],"models":[60,90],"around":[61],"a":[62,123,147,164],"pre-labelled":[63],"Reddit":[64],"dataset,":[65],"comparing":[66],"post-length":[67],"the":[69,77,80,131,137,161],"number":[70],"of":[71,96,133,139,149,163],"words":[72],"per":[74],"post,":[75],"selecting":[76],"model":[78,101,165],"with":[79,103],"highest":[81],"F1":[82],"score.":[83],"Our":[84,109],"results":[85],"indicated":[86],"that":[87],"although":[88],"some":[89],"performed":[91],"better":[92],"than":[93],"others,":[94],"neither":[95],"our":[97,156],"metrics":[98],"significantly":[99],"influenced":[100],"performance,":[102],"changes":[104],"explained":[105],"another":[107],"factor.":[108],"research":[110,168],"was":[111],"able":[112],"to":[113,146],"yield":[114],"support":[115],"it's":[117],"use":[118,132],"within":[119],"online":[120],"forums":[121],"at":[122],"very":[124],"low":[125],"cost;":[126],"justifying":[127],"further":[128,167],"exploration":[129],"into":[130],"AI":[134],"tools":[135],"screening":[138],"depression":[140],"other":[142],"mood":[143],"disorders.":[144],"Due":[145],"lack":[148],"publicly":[150],"available":[151],"natural":[152],"language":[153],"processing":[154],"models,":[155],"study":[157],"also":[158],"resulted":[159],"release":[162],"others.":[170]},"counts_by_year":[],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
