{"id":"https://openalex.org/W3199872858","doi":"https://doi.org/10.1007/978-3-030-85251-1_15","title":"BERT-Based Transformers for Early Detection of Mental Health Illnesses","display_name":"BERT-Based Transformers for Early Detection of Mental Health Illnesses","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3199872858","doi":"https://doi.org/10.1007/978-3-030-85251-1_15","mag":"3199872858"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-85251-1_15","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-030-85251-1_15","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-85251-1_15.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-85251-1_15.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079504109","display_name":"Rodrigo Mart\u00ednez-Casta\u00f1o","orcid":"https://orcid.org/0000-0002-9444-8556"},"institutions":[{"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"]},{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]},{"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"]}],"countries":["ES","GB"],"is_corresponding":true,"raw_author_name":"Rodrigo Mart\u00ednez-Casta\u00f1o","raw_affiliation_strings":["Department of Computer and Information Sciences, University of Strathclyde, Glasgow, UK","Centro Singular de Investigaci\u00f3n en Tecnolox\u00edas Intelixentes (CiTIUS), Universidade de Santiago de Compostela, Santiago, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Sciences, University of Strathclyde, Glasgow, UK","institution_ids":["https://openalex.org/I181647926"]},{"raw_affiliation_string":"Centro Singular de Investigaci\u00f3n en Tecnolox\u00edas Intelixentes (CiTIUS), Universidade de Santiago de Compostela, Santiago, Spain","institution_ids":["https://openalex.org/I4210111807","https://openalex.org/I200284239"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009782240","display_name":"Amal Htait","orcid":"https://orcid.org/0000-0003-4647-9996"},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Amal Htait","raw_affiliation_strings":["Department of Computer and Information Sciences, University of Strathclyde, Glasgow, UK"],"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Sciences, University of Strathclyde, Glasgow, UK","institution_ids":["https://openalex.org/I181647926"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048218964","display_name":"Leif Azzopardi","orcid":"https://orcid.org/0000-0002-6900-0557"},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Leif Azzopardi","raw_affiliation_strings":["Department of Computer and Information Sciences, University of Strathclyde, Glasgow, UK"],"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Sciences, University of Strathclyde, Glasgow, UK","institution_ids":["https://openalex.org/I181647926"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059100610","display_name":"Yashar Moshfeghi","orcid":"https://orcid.org/0000-0003-4186-1088"},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yashar Moshfeghi","raw_affiliation_strings":["Department of Computer and Information Sciences, University of Strathclyde, Glasgow, UK"],"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Sciences, University of Strathclyde, Glasgow, UK","institution_ids":["https://openalex.org/I181647926"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5079504109"],"corresponding_institution_ids":["https://openalex.org/I181647926","https://openalex.org/I200284239","https://openalex.org/I4210111807"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":15.3291,"has_fulltext":true,"cited_by_count":23,"citation_normalized_percentile":{"value":0.99017038,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"189","last_page":"200"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9993000030517578,"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":0.9993000030517578,"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/T11519","display_name":"Digital Mental Health Interventions","score":0.9796000123023987,"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"}},{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9786999821662903,"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/clef","display_name":"Clef","score":0.9743661284446716},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8188481330871582},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.519501805305481},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.4845220446586609},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4747065603733063},{"id":"https://openalex.org/keywords/harm","display_name":"Harm","score":0.46632033586502075},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.44600242376327515},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.4258460998535156},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.13107913732528687},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.08302542567253113}],"concepts":[{"id":"https://openalex.org/C107763842","wikidata":"https://www.wikidata.org/wiki/Q181040","display_name":"Clef","level":3,"score":0.9743661284446716},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8188481330871582},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.519501805305481},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.4845220446586609},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4747065603733063},{"id":"https://openalex.org/C2777363581","wikidata":"https://www.wikidata.org/wiki/Q15098235","display_name":"Harm","level":2,"score":0.46632033586502075},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.44600242376327515},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.4258460998535156},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.13107913732528687},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.08302542567253113},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","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":3,"locations":[{"id":"doi:10.1007/978-3-030-85251-1_15","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-030-85251-1_15","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-85251-1_15.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:strathprints.strath.ac.uk:81775","is_oa":false,"landing_page_url":"https://strathprints.strath.ac.uk/view/author/1267307.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4306402226","display_name":"Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I181647926","host_organization_name":"University of Strathclyde","host_organization_lineage":["https://openalex.org/I181647926"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"NonPeerReviewed"},{"id":"pmh:oai:publications.aston.ac.uk:44507","is_oa":true,"landing_page_url":"https://publications.aston.ac.uk/view/author/1f08c7948cb068944ffac4e914228c18.html>,","pdf_url":"https://publications.aston.ac.uk/id/eprint/44507/1/Martinez_Castano_et_al_BERT_Based_Transformers_for_Early_Detection_of_Mental_Health_Illnesses_978_3_030_85251_1_15.pdf","source":{"id":"https://openalex.org/S4306400483","display_name":"Aston Publications Explorer (Aston University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I169199633","host_organization_name":"Aston University","host_organization_lineage":["https://openalex.org/I169199633"],"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":"NonPeerReviewed"}],"best_oa_location":{"id":"doi:10.1007/978-3-030-85251-1_15","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-030-85251-1_15","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-85251-1_15.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[{"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/G1817267386","display_name":"Cumulative Revelations of Personal Data *","funder_award_id":"EP/R033897/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"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/G257270287","display_name":null,"funder_award_id":"ED431C 2018/19","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G2631452109","display_name":null,"funder_award_id":"(ERDF)","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G2788070341","display_name":null,"funder_award_id":"EP/R033897/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"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/G4816244515","display_name":null,"funder_award_id":"FEDER","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G5705320215","display_name":null,"funder_award_id":"2019-2022","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G6063137639","display_name":null,"funder_award_id":"FEDER","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G6206803543","display_name":null,"funder_award_id":"2019-2022 ED431G-2019/04","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G6298273575","display_name":null,"funder_award_id":"RTI2018","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G6689507146","display_name":null,"funder_award_id":"ED431G-2019/04","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G7120858498","display_name":null,"funder_award_id":"RTI2018-093336-B-C21","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G8181105605","display_name":null,"funder_award_id":"RTI2018","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G8361857646","display_name":null,"funder_award_id":"RTI2018-093336-B-C21","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G990333805","display_name":null,"funder_award_id":"Innovaci\u00f3n y Universidades","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320314731","display_name":"UK Research and Innovation","ror":"https://ror.org/001aqnf71"},{"id":"https://openalex.org/F4320315062","display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades","ror":null},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"},{"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/W3199872858.pdf","grobid_xml":"https://content.openalex.org/works/W3199872858.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W2511501696","https://openalex.org/W2515404334","https://openalex.org/W2626778328","https://openalex.org/W2748108713","https://openalex.org/W2753766265","https://openalex.org/W2783557991","https://openalex.org/W2787560479","https://openalex.org/W2885726350","https://openalex.org/W2946396904","https://openalex.org/W2962739339","https://openalex.org/W2963261455","https://openalex.org/W2963297649","https://openalex.org/W2963341956","https://openalex.org/W2964686152","https://openalex.org/W2970868495","https://openalex.org/W2979860911","https://openalex.org/W3002330681","https://openalex.org/W3013908145","https://openalex.org/W3035390927","https://openalex.org/W3037528277","https://openalex.org/W3038433501","https://openalex.org/W3046293795","https://openalex.org/W3111058005","https://openalex.org/W3154426640","https://openalex.org/W3156047327","https://openalex.org/W3197497981","https://openalex.org/W6702248584","https://openalex.org/W6739901393"],"related_works":["https://openalex.org/W1839123017","https://openalex.org/W4232115401","https://openalex.org/W1592594506","https://openalex.org/W2970828463","https://openalex.org/W3138512925","https://openalex.org/W117735687","https://openalex.org/W2917705549","https://openalex.org/W2629131222","https://openalex.org/W2915106852","https://openalex.org/W2295107556"],"abstract_inverted_index":{"This":[0,93],"paper":[1],"briefly":[2],"describes":[3],"our":[4,76],"research":[5],"groups\u2019":[6],"efforts":[7],"in":[8],"tackling":[9],"Task":[10,19,73,120],"1":[11],"(Early":[12],"Detection":[13],"of":[14,16,24,27,44,69,112],"Signs":[15,26],"Self-Harm),":[17],"and":[18,87,91,137],"2":[20],"(Measuring":[21],"the":[22,25,30,42,79,133,146],"Severity":[23],"Depression)":[28],"from":[29],"CLEF":[31],"eRisk":[32],"Track.":[33],"Core":[34],"to":[35,117,130,149],"how":[36],"we":[37],"approached":[38],"these":[39,123],"problems":[40],"was":[41],"use":[43],"BERT-based":[45,97],"classifiers":[46],"which":[47,105],"were":[48],"trained":[49,100],"specifically":[50],"for":[51,72,82,119],"each":[52],"task.":[53],"Our":[54],"results":[55],"on":[56],"both":[57],"tasks":[58,152],"indicate":[59],"that":[60,96],"this":[61],"approach":[62,148],"delivers":[63],"high":[64],"performance":[65,81],"across":[66],"a":[67],"series":[68],"measures,":[70],"particularly":[71],"1,":[74],"where":[75],"submissions":[77],"obtained":[78],"best":[80],"precision,":[83],"F1,":[84],"latency-weighted":[85],"F1":[86],"ERDE":[88],"at":[89,110],"5":[90],"50.":[92],"work":[94],"suggests":[95],"classifiers,":[98],"when":[99],"appropriately,":[101],"can":[102],"accurately":[103],"infer":[104],"social":[106],"media":[107],"users":[108],"are":[109],"risk":[111],"self-harming,":[113],"with":[114],"precision":[115],"up":[116],"91.3%":[118],"1.":[121],"Given":[122],"promising":[124],"results,":[125],"it":[126],"will":[127],"be":[128],"interesting":[129],"further":[131],"refine":[132],"training":[134],"regime,":[135],"classifier":[136],"early":[138],"detection":[139],"scoring":[140],"mechanism,":[141],"as":[142,144],"well":[143],"apply":[145],"same":[147],"other":[150],"related":[151],"(e.g.,":[153],"anorexia,":[154],"depression,":[155],"suicide).":[156]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
