{"id":"https://openalex.org/W4416508182","doi":"https://doi.org/10.1007/978-981-95-4963-4_31","title":"Explainable Detection of Suicide Intent in Social Media Using Machine Learning and Transformer Models","display_name":"Explainable Detection of Suicide Intent in Social Media Using Machine Learning and Transformer Models","publication_year":2025,"publication_date":"2025-11-21","ids":{"openalex":"https://openalex.org/W4416508182","doi":"https://doi.org/10.1007/978-981-95-4963-4_31"},"language":"en","primary_location":{"id":"doi:10.1007/978-981-95-4963-4_31","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-95-4963-4_31","pdf_url":null,"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":null,"license_id":null,"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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5120465715","display_name":"Princess Chinemerem Iloh","orcid":null},"institutions":[{"id":"https://openalex.org/I2973523067","display_name":"Stanmore College","ror":"https://ror.org/05kb3r694","country_code":"GB","type":"education","lineage":["https://openalex.org/I2973523067"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Princess Chinemerem Iloh","raw_affiliation_strings":["Stanmore College, Elm Park, Stanmore, HA7 4BQ, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Stanmore College, Elm Park, Stanmore, HA7 4BQ, UK","institution_ids":["https://openalex.org/I2973523067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029222294","display_name":"Christian Arthur","orcid":"https://orcid.org/0009-0009-8145-1439"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]},{"id":"https://openalex.org/I4210116964","display_name":"New South Wales Institute of Psychiatry","ror":"https://ror.org/02fjxcw19","country_code":"AU","type":"education","lineage":["https://openalex.org/I4210116964"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Christian Arthur","raw_affiliation_strings":["School of Science and Technology, University of New England, Parramatta, NSW, 2150, Australia","School of Transdisciplinary, University of Technology Sydney, Ultimo, NSW, 2007, Australia"],"raw_orcid":"https://orcid.org/0009-0009-8145-1439","affiliations":[{"raw_affiliation_string":"School of Science and Technology, University of New England, Parramatta, NSW, 2150, Australia","institution_ids":["https://openalex.org/I4210116964"]},{"raw_affiliation_string":"School of Transdisciplinary, University of Technology Sydney, Ultimo, NSW, 2007, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027845071","display_name":"Raymond Chiong","orcid":"https://orcid.org/0000-0002-8285-1903"},"institutions":[{"id":"https://openalex.org/I4210116964","display_name":"New South Wales Institute of Psychiatry","ror":"https://ror.org/02fjxcw19","country_code":"AU","type":"education","lineage":["https://openalex.org/I4210116964"]},{"id":"https://openalex.org/I78757542","display_name":"University of Newcastle Australia","ror":"https://ror.org/00eae9z71","country_code":"AU","type":"education","lineage":["https://openalex.org/I78757542"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Raymond Chiong","raw_affiliation_strings":["School of Medicine and Public Health, University of Newcastle, Callaghan, NSW, 2308, Australia","School of Science and Technology, University of New England, Parramatta, NSW, 2150, Australia"],"raw_orcid":"https://orcid.org/0000-0002-8285-1903","affiliations":[{"raw_affiliation_string":"School of Medicine and Public Health, University of Newcastle, Callaghan, NSW, 2308, Australia","institution_ids":["https://openalex.org/I78757542"]},{"raw_affiliation_string":"School of Science and Technology, University of New England, Parramatta, NSW, 2150, Australia","institution_ids":["https://openalex.org/I4210116964"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012915897","display_name":"The Anh Han","orcid":"https://orcid.org/0000-0002-3095-7714"},"institutions":[{"id":"https://openalex.org/I874055015","display_name":"Teesside University","ror":"https://ror.org/03z28gk75","country_code":"GB","type":"education","lineage":["https://openalex.org/I874055015"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"The Anh Han","raw_affiliation_strings":["School of Computing, Engineering and Digital Technologies, Teesside University, Middlesbrough, UK"],"raw_orcid":"https://orcid.org/0000-0002-3095-7714","affiliations":[{"raw_affiliation_string":"School of Computing, Engineering and Digital Technologies, Teesside University, Middlesbrough, UK","institution_ids":["https://openalex.org/I874055015"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004614468","display_name":"A. Di Stefano","orcid":"https://orcid.org/0000-0002-3709-9310"},"institutions":[{"id":"https://openalex.org/I874055015","display_name":"Teesside University","ror":"https://ror.org/03z28gk75","country_code":"GB","type":"education","lineage":["https://openalex.org/I874055015"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alessandro Di Stefano","raw_affiliation_strings":["School of Computing, Engineering and Digital Technologies, Teesside University, Middlesbrough, UK"],"raw_orcid":"https://orcid.org/0000-0002-3709-9310","affiliations":[{"raw_affiliation_string":"School of Computing, Engineering and Digital Technologies, Teesside University, Middlesbrough, UK","institution_ids":["https://openalex.org/I874055015"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5120465715"],"corresponding_institution_ids":["https://openalex.org/I2973523067"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.69830484,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"375","last_page":"386"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9746000170707703,"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":0.9746000170707703,"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/T10376","display_name":"Suicide and Self-Harm Studies","score":0.014499999582767487,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical 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":0.0013000000035390258,"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/interpretability","display_name":"Interpretability","score":0.9193999767303467},{"id":"https://openalex.org/keywords/suicidal-ideation","display_name":"Suicidal ideation","score":0.7074999809265137},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.6793000102043152},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5746999979019165},{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.5497999787330627},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.42170000076293945},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.41990000009536743},{"id":"https://openalex.org/keywords/suicide-prevention","display_name":"Suicide prevention","score":0.4027000069618225},{"id":"https://openalex.org/keywords/intervention","display_name":"Intervention (counseling)","score":0.38519999384880066}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.9193999767303467},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7638999819755554},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.739300012588501},{"id":"https://openalex.org/C2776641880","wikidata":"https://www.wikidata.org/wiki/Q944142","display_name":"Suicidal ideation","level":4,"score":0.7074999809265137},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.6793000102043152},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.666100025177002},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5746999979019165},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.5497999787330627},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.42170000076293945},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.41990000009536743},{"id":"https://openalex.org/C526869908","wikidata":"https://www.wikidata.org/wiki/Q3298118","display_name":"Suicide prevention","level":3,"score":0.4027000069618225},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.38519999384880066},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.3693999946117401},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.32519999146461487},{"id":"https://openalex.org/C2780842732","wikidata":"https://www.wikidata.org/wiki/Q3518184","display_name":"Suicide attempt","level":4,"score":0.32260000705718994},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.3167000114917755},{"id":"https://openalex.org/C170477896","wikidata":"https://www.wikidata.org/wiki/Q17039022","display_name":"Ideation","level":2,"score":0.3075999915599823},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.30149999260902405},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.3001999855041504},{"id":"https://openalex.org/C166735990","wikidata":"https://www.wikidata.org/wiki/Q1750812","display_name":"Human factors and ergonomics","level":3,"score":0.28110000491142273},{"id":"https://openalex.org/C15046100","wikidata":"https://www.wikidata.org/wiki/Q2337214","display_name":"Social learning theory","level":2,"score":0.2806999981403351},{"id":"https://openalex.org/C187155963","wikidata":"https://www.wikidata.org/wiki/Q629029","display_name":"Occupational safety and health","level":2,"score":0.27790001034736633},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.26829999685287476},{"id":"https://openalex.org/C190385971","wikidata":"https://www.wikidata.org/wiki/Q373494","display_name":"Injury prevention","level":3,"score":0.26420000195503235},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.26339998841285706},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2540000081062317}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/978-981-95-4963-4_31","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-95-4963-4_31","pdf_url":null,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:https://research.tees.ac.uk/ws/oai:openaire_cris_publications/00c9f216-be29-4ac3-95f6-b2ea54f7a22c","is_oa":false,"landing_page_url":"https://research.tees.ac.uk/en/publications/00c9f216-be29-4ac3-95f6-b2ea54f7a22c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401198","display_name":"TeesRep (Teesside University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I874055015","host_organization_name":"Teesside University","host_organization_lineage":["https://openalex.org/I874055015"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Iloh, P C, Arthur, C, Han, T A, Chiong, R & Di Stefano, A 2025, 'Explainable Detection of Suicide Intent in Social Media Using Machine Learning and Transformer Models', Paper presented at 18th International Conference on Multi-disciplinary Trends in Artificial Intelligence - MIWAI 2025, Ho Chi Minh , Viet Nam, 3/12/25 - 5/12/25.","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:https://research.tees.ac.uk/ws/oai:openaire_cris_publications/4c44381c-304f-47ee-a96c-a64fff966b8b","is_oa":false,"landing_page_url":"https://research.tees.ac.uk/en/publications/4c44381c-304f-47ee-a96c-a64fff966b8b","pdf_url":null,"source":{"id":"https://openalex.org/S4306401198","display_name":"TeesRep (Teesside University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I874055015","host_organization_name":"Teesside University","host_organization_lineage":["https://openalex.org/I874055015"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Iloh, P C, Arthur, C, Chiong, R, Han, T A & Di Stefano, A 2025, Explainable Detection of Suicide Intent in Social Media Using Machine Learning and Transformer Models. in T T Quan, C Sombattheera, H-A Pham & N T Tran (eds), Multi-disciplinary Trends in Artificial Intelligence : 18th International Conference, MIWAI 2025, Proceedings. Lecture Notes in Computer Science, vol. 16355 LNAI, Springer Science and Business Media Deutschland GmbH, pp. 375-386, 18th International Conference on Multi-disciplinary Trends in Artificial Intelligence, MIWAI 2025, Ho Chi Minh City, Viet Nam, 3/12/25. https://doi.org/10.1007/978-981-95-4963-4_31","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1940549951","https://openalex.org/W2405042511","https://openalex.org/W2487898712","https://openalex.org/W2766078833","https://openalex.org/W2788403449","https://openalex.org/W2797774814","https://openalex.org/W2890787190","https://openalex.org/W2911964244","https://openalex.org/W2916227702","https://openalex.org/W2981984641","https://openalex.org/W3046238651","https://openalex.org/W3049024012","https://openalex.org/W3082455399","https://openalex.org/W3153685859","https://openalex.org/W3179564441","https://openalex.org/W3195144176","https://openalex.org/W3214507200","https://openalex.org/W4200556213","https://openalex.org/W4229003966","https://openalex.org/W4303696687","https://openalex.org/W4308448216","https://openalex.org/W4313216306","https://openalex.org/W4319718049","https://openalex.org/W4396723505","https://openalex.org/W4399898969","https://openalex.org/W4402916394"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2025-11-28T16:05:18.515251","created_date":"2025-11-23T00:00:00"}
