{"id":"https://openalex.org/W4410049545","doi":"https://doi.org/10.1007/s10579-025-09831-6","title":"DepreSym: A Depression Symptom Annotated Corpus and the Role of Large Language Models as Assessors of Psychological Markers","display_name":"DepreSym: A Depression Symptom Annotated Corpus and the Role of Large Language Models as Assessors of Psychological Markers","publication_year":2025,"publication_date":"2025-05-03","ids":{"openalex":"https://openalex.org/W4410049545","doi":"https://doi.org/10.1007/s10579-025-09831-6"},"language":"en","primary_location":{"id":"doi:10.1007/s10579-025-09831-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10579-025-09831-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10579-025-09831-6.pdf","source":{"id":"https://openalex.org/S4306424877","display_name":"Language Resources and Evaluation","issn_l":"1574-020X","issn":["1574-020X","1574-0218"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Language Resources and Evaluation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10579-025-09831-6.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068564161","display_name":"Anxo P\u00e9rez","orcid":"https://orcid.org/0000-0002-0480-006X"},"institutions":[{"id":"https://openalex.org/I11019714","display_name":"Universidade da Coru\u00f1a","ror":"https://ror.org/01qckj285","country_code":"ES","type":"education","lineage":["https://openalex.org/I11019714"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Anxo P\u00e9rez","raw_affiliation_strings":["Information Retrieval Lab, Centro de Investigaci\u00f3n en Tecnolox\u00edas da Informaci\u00f3n e da Comunicaci\u00f3n (CITIC), Universidade da Coru\u00f1a, Campus Elvi\u00f1a, 15071, A Coru\u00f1a, Galicia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Retrieval Lab, Centro de Investigaci\u00f3n en Tecnolox\u00edas da Informaci\u00f3n e da Comunicaci\u00f3n (CITIC), Universidade da Coru\u00f1a, Campus Elvi\u00f1a, 15071, A Coru\u00f1a, Galicia, Spain","institution_ids":["https://openalex.org/I11019714"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088247071","display_name":"Marcos Fern\u00e1ndez-Pichel","orcid":"https://orcid.org/0000-0002-6560-9832"},"institutions":[{"id":"https://openalex.org/I200284239","display_name":"Universidade de Santiago de Compostela","ror":"https://ror.org/030eybx10","country_code":"ES","type":"education","lineage":["https://openalex.org/I200284239"]},{"id":"https://openalex.org/I4210111807","display_name":"Center for Research in Molecular Medicine and Chronic Diseases","ror":"https://ror.org/0280bnq76","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210111807"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Marcos Fern\u00e1ndez-Pichel","raw_affiliation_strings":["Centro Singular de Investigaci\u00f3n en Tecnolox\u00edas Intelixentes (CiTIUS), Universidade de Santiago de Compostela, 15782, Santiago de Compostela, Galicia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centro Singular de Investigaci\u00f3n en Tecnolox\u00edas Intelixentes (CiTIUS), Universidade de Santiago de Compostela, 15782, Santiago de Compostela, Galicia, Spain","institution_ids":["https://openalex.org/I4210111807","https://openalex.org/I200284239"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046723532","display_name":"Javier Parapar","orcid":"https://orcid.org/0000-0002-5997-8252"},"institutions":[{"id":"https://openalex.org/I11019714","display_name":"Universidade da Coru\u00f1a","ror":"https://ror.org/01qckj285","country_code":"ES","type":"education","lineage":["https://openalex.org/I11019714"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Javier Parapar","raw_affiliation_strings":["Information Retrieval Lab, Centro de Investigaci\u00f3n en Tecnolox\u00edas da Informaci\u00f3n e da Comunicaci\u00f3n (CITIC), Universidade da Coru\u00f1a, Campus Elvi\u00f1a, 15071, A Coru\u00f1a, Galicia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Retrieval Lab, Centro de Investigaci\u00f3n en Tecnolox\u00edas da Informaci\u00f3n e da Comunicaci\u00f3n (CITIC), Universidade da Coru\u00f1a, Campus Elvi\u00f1a, 15071, A Coru\u00f1a, Galicia, Spain","institution_ids":["https://openalex.org/I11019714"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020247368","display_name":"David E. Losada","orcid":"https://orcid.org/0000-0001-8823-7501"},"institutions":[{"id":"https://openalex.org/I200284239","display_name":"Universidade de Santiago de Compostela","ror":"https://ror.org/030eybx10","country_code":"ES","type":"education","lineage":["https://openalex.org/I200284239"]},{"id":"https://openalex.org/I4210111807","display_name":"Center for Research in Molecular Medicine and Chronic Diseases","ror":"https://ror.org/0280bnq76","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210111807"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"David E. Losada","raw_affiliation_strings":["Centro Singular de Investigaci\u00f3n en Tecnolox\u00edas Intelixentes (CiTIUS), Universidade de Santiago de Compostela, 15782, Santiago de Compostela, Galicia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centro Singular de Investigaci\u00f3n en Tecnolox\u00edas Intelixentes (CiTIUS), Universidade de Santiago de Compostela, 15782, Santiago de Compostela, Galicia, Spain","institution_ids":["https://openalex.org/I4210111807","https://openalex.org/I200284239"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5068564161"],"corresponding_institution_ids":["https://openalex.org/I11019714"],"apc_list":null,"apc_paid":null,"fwci":2.9126,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.89432049,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"59","issue":"3","first_page":"2737","last_page":"2762"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9886999726295471,"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/T11519","display_name":"Digital Mental Health Interventions","score":0.9621000289916992,"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/depression","display_name":"Depression (economics)","score":0.7043923139572144},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.6123424768447876},{"id":"https://openalex.org/keywords/corpus-linguistics","display_name":"Corpus linguistics","score":0.42292100191116333},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.36912763118743896},{"id":"https://openalex.org/keywords/clinical-psychology","display_name":"Clinical psychology","score":0.3637550473213196},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3185371160507202},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.1719461977481842},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.06946733593940735}],"concepts":[{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.7043923139572144},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.6123424768447876},{"id":"https://openalex.org/C532629269","wikidata":"https://www.wikidata.org/wiki/Q865083","display_name":"Corpus linguistics","level":2,"score":0.42292100191116333},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.36912763118743896},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.3637550473213196},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3185371160507202},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.1719461977481842},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.06946733593940735},{"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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10579-025-09831-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10579-025-09831-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10579-025-09831-6.pdf","source":{"id":"https://openalex.org/S4306424877","display_name":"Language Resources and Evaluation","issn_l":"1574-020X","issn":["1574-020X","1574-0218"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Language Resources and Evaluation","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10579-025-09831-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10579-025-09831-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10579-025-09831-6.pdf","source":{"id":"https://openalex.org/S4306424877","display_name":"Language Resources and Evaluation","issn_l":"1574-020X","issn":["1574-020X","1574-0218"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Language Resources and Evaluation","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G121809054","display_name":null,"funder_award_id":"MCIN/AEI/10","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G1218400627","display_name":null,"funder_award_id":"2019-2022","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G1496055848","display_name":null,"funder_award_id":"ED431C","funder_id":"https://openalex.org/F4320326655","funder_display_name":"Xunta de Galicia"},{"id":"https://openalex.org/G1622782223","display_name":null,"funder_award_id":"MCIN/AEI/10","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G1643949827","display_name":null,"funder_award_id":"AEI/10.13039/501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G1869016439","display_name":null,"funder_award_id":"2019-2022","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G2262748287","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G2309174360","display_name":null,"funder_award_id":"10.13039","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G2398779089","display_name":null,"funder_award_id":"MICIU/AEI/10.13039/501100011033","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G2601397997","display_name":null,"funder_award_id":"10.13039/501100011033","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G2660406951","display_name":null,"funder_award_id":"/ AEI/10","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G300979063","display_name":null,"funder_award_id":"10.13039/501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G316435348","display_name":null,"funder_award_id":"MICIU/AEI/10.13039/501100011033","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G3236295204","display_name":null,"funder_award_id":"ED431G/01","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G3320554630","display_name":null,"funder_award_id":"ED431G/01","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G3480869486","display_name":null,"funder_award_id":"13039","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G3681454997","display_name":null,"funder_award_id":"13039/501100011033","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G3694284866","display_name":null,"funder_award_id":"ED431C","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G3876637791","display_name":null,"funder_award_id":"ED431G","funder_id":"https://openalex.org/F4320326655","funder_display_name":"Xunta de Galicia"},{"id":"https://openalex.org/G3956782466","display_name":null,"funder_award_id":"MICIU/AEI/10.13039/501100011033","funder_id":"https://openalex.org/F4320326655","funder_display_name":"Xunta de Galicia"},{"id":"https://openalex.org/G4017095837","display_name":null,"funder_award_id":"AEI/10.13039/501100011033","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G4042783231","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G4079952795","display_name":null,"funder_award_id":"MICIU/AEI/10.13039/501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G410571670","display_name":null,"funder_award_id":"10.13039/501100011033","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G4179394605","display_name":null,"funder_award_id":"MCIN/ AEI/10","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G451917667","display_name":null,"funder_award_id":"13039/501100011033","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G4663873168","display_name":null,"funder_award_id":"PID2022-137061OB-C22","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G4910818558","display_name":null,"funder_award_id":"PID2022-137061OB-C21","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G4912030886","display_name":null,"funder_award_id":"2019-2022","funder_id":"https://openalex.org/F4320326655","funder_display_name":"Xunta de Galicia"},{"id":"https://openalex.org/G5080475149","display_name":null,"funder_award_id":"10.13039","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G5421974903","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G5539308778","display_name":null,"funder_award_id":"AEI/10.13039/501100011033","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G5544429559","display_name":null,"funder_award_id":"PLEC2021-007662","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G5550858994","display_name":null,"funder_award_id":"AEI/10","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G5967599077","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G6033112984","display_name":null,"funder_award_id":"MICIU/AEI/10","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G6258374248","display_name":null,"funder_award_id":"ED431B","funder_id":"https://openalex.org/F4320326655","funder_display_name":"Xunta de Galicia"},{"id":"https://openalex.org/G6391922461","display_name":null,"funder_award_id":"MICIU/AEI/10.13039/501100011033","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G6823456974","display_name":null,"funder_award_id":"AEI/10.13039/501100011033","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G7084143925","display_name":null,"funder_award_id":"AEI/10","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7266728691","display_name":null,"funder_award_id":"13039/501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7535663061","display_name":null,"funder_award_id":"AEI/10.","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7643708868","display_name":null,"funder_award_id":"10.13039/501100011033","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G8055432103","display_name":null,"funder_award_id":"13039/501100011033","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G8058219222","display_name":null,"funder_award_id":"2019-2022","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8373554017","display_name":null,"funder_award_id":"ED431G/01","funder_id":"https://openalex.org/F4320326655","funder_display_name":"Xunta de Galicia"},{"id":"https://openalex.org/G8853601691","display_name":null,"funder_award_id":"/AEI/10.13039/501100011033","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G8920660035","display_name":null,"funder_award_id":"PID2022","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320322930","display_name":"Ministerio de Ciencia e Innovaci\u00f3n","ror":"https://ror.org/034900433"},{"id":"https://openalex.org/F4320326655","display_name":"Xunta de Galicia","ror":"https://ror.org/0181xnw06"},{"id":"https://openalex.org/F4320328562","display_name":"Universidade da Coru\u00f1a","ror":"https://ror.org/01qckj285"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320335598","display_name":"Agencia Estatal de Investigaci\u00f3n","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410049545.pdf","grobid_xml":"https://content.openalex.org/works/W4410049545.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W180673108","https://openalex.org/W1555398107","https://openalex.org/W1966835268","https://openalex.org/W1988091129","https://openalex.org/W2018493666","https://openalex.org/W2023687307","https://openalex.org/W2053100920","https://openalex.org/W2062402596","https://openalex.org/W2065240770","https://openalex.org/W2094607109","https://openalex.org/W2156640004","https://openalex.org/W2336678555","https://openalex.org/W2740321901","https://openalex.org/W2805240699","https://openalex.org/W2885726350","https://openalex.org/W2886674741","https://openalex.org/W2889391310","https://openalex.org/W2940818588","https://openalex.org/W2970641574","https://openalex.org/W3001779409","https://openalex.org/W3008374555","https://openalex.org/W3013908145","https://openalex.org/W3015879336","https://openalex.org/W3021397474","https://openalex.org/W3021916629","https://openalex.org/W3034912391","https://openalex.org/W3099700870","https://openalex.org/W3105869449","https://openalex.org/W3138276986","https://openalex.org/W3154670582","https://openalex.org/W3170739233","https://openalex.org/W3197497981","https://openalex.org/W3200680030","https://openalex.org/W4210764005","https://openalex.org/W4250698083","https://openalex.org/W4285211483","https://openalex.org/W4285604879","https://openalex.org/W4293212040","https://openalex.org/W4294214983","https://openalex.org/W4295720246","https://openalex.org/W4295955200","https://openalex.org/W4315649445","https://openalex.org/W4384662964","https://openalex.org/W4384823130","https://openalex.org/W4385567018","https://openalex.org/W4385688511","https://openalex.org/W4386585617","https://openalex.org/W4387845427","https://openalex.org/W4389520112","https://openalex.org/W4401042461","https://openalex.org/W6739901393","https://openalex.org/W7054915730"],"related_works":["https://openalex.org/W2352058714","https://openalex.org/W2337443140","https://openalex.org/W2375537499","https://openalex.org/W99386505","https://openalex.org/W2384280299","https://openalex.org/W1503135711","https://openalex.org/W2570806836","https://openalex.org/W2252868890","https://openalex.org/W2386914190","https://openalex.org/W2516977220"],"abstract_inverted_index":{"Abstract":[0],"Computational":[1],"methods":[2,71],"for":[3,140,169,250,265,293],"depression":[4,11,177],"detection":[5],"aim":[6],"to":[7,45,72,76,143,154,157,180,282],"mine":[8],"traces":[9],"of":[10,109,134,149,173,184,206,213,233],"from":[12],"online":[13],"publications":[14],"posted":[15],"by":[16,87,115,196],"Internet":[17],"users.":[18],"However,":[19],"solutions":[20],"trained":[21,202],"on":[22,56,68,83],"existing":[23],"collections":[24],"exhibit":[25],"limited":[26],"generalisation":[27],"and":[28,48,59,220,241,279,289],"interpretability.":[29],"To":[30],"tackle":[31],"these":[32],"issues,":[33],"recent":[34,214],"studies":[35],"have":[36],"shown":[37],"that":[38,175],"identifying":[39],"specific":[40],"depressive":[41,77],"symptoms":[42,85,102],"can":[43],"lead":[44],"more":[46],"robust":[47,191],"effective":[49],"models.":[50],"The":[51],"eRisk":[52],"initiative":[53],"fosters":[54],"research":[55],"this":[57,185,207,225],"area":[58],"has":[60],"recently":[61],"proposed":[62],"a":[63,93,131,146,166,190,201,230,246,266],"new":[64],"ranking":[65],"task":[66],"focused":[67],"developing":[69],"search":[70,80,268],"find":[73],"sentences":[74,137,151],"related":[75],"symptoms.":[78,161],"This":[79,162],"challenge":[81],"relies":[82],"the":[84,88,112,126,158,171,181,211,234,259,286],"specified":[86],"Beck":[89],"Depression":[90],"Inventory-II":[91],"(BDI-II),":[92],"questionnaire":[94],"widely":[95],"used":[96],"in":[97,118,224],"clinical":[98],"practice.":[99],"It":[100],"includes":[101],"such":[103],"as":[104,165,222,245],"sadness,":[105],"irritability":[106],"or":[107,248],"lack":[108],"sleep.":[110],"Given":[111],"input":[113],"submitted":[114],"systems":[116],"participating":[117],"eRisk,":[119],"we":[120,188,209,254],"first":[121],"apply":[122],"top-k":[123],"pooling":[124],"over":[125],"systems\u2019":[127],"relevance":[128,156,186],"rankings,":[129],"obtaining":[130],"diverse":[132],"set":[133],"sentences.":[135],"These":[136],"are":[138],"judged":[139],"relevance,":[141],"leading":[142],"DepreSym":[144],",":[145],"dataset":[147,163,257],"consisting":[148],"21,580":[150],"annotated":[152],"according":[153],"their":[155,238,243],"21":[159],"BDI-II":[160],"serves":[164],"valuable":[167],"resource":[168],"advancing":[170],"development":[172],"models":[174],"monitor":[176],"markers.":[178],"Due":[179],"complex":[182,226],"nature":[183],"annotation,":[187],"designed":[189],"assessment":[192],"methodology":[193],"carried":[194],"out":[195],"three":[197],"expert":[198],"assessors,":[199],"including":[200,275],"psychologist.":[203],"As":[204],"part":[205],"study,":[208],"explore":[210],"potential":[212,291],"Large":[215],"Language":[216],"Models":[217],"(ChatGPT,":[218],"GPT4":[219],"Vicuna)":[221],"assessors":[223],"task.":[227],"We":[228,270],"undertake":[229],"comprehensive":[231],"examination":[232],"LLMs\u2019":[235],"performance,":[236],"studying":[237],"main":[239],"limitations":[240],"analysing":[242],"role":[244],"complement":[247],"replacement":[249],"human":[251],"annotators.":[252],"Finally,":[253],"incorporate":[255],"our":[256],"into":[258],"Benchmarking":[260],"Information":[261],"Retrieval":[262],"(BEIR)":[263],"framework":[264],"thorough":[267],"evaluation.":[269],"use":[271],"state-of-the-art":[272],"retrieval":[273],"systems,":[274],"lexical,":[276],"sparse,":[277],"dense":[278],"re-ranking":[280],"architectures,":[281],"gain":[283],"insights":[284],"about":[285],"dataset\u2019s":[287],"complexity":[288],"identify":[290],"avenues":[292],"improvement.":[294]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
