{"id":"https://openalex.org/W4406260515","doi":"https://doi.org/10.1109/bibm62325.2024.10822322","title":"Scale-CoT: Integrating LLM with Psychiatric Scales for Analyzing Mental Health Issues on Social Media","display_name":"Scale-CoT: Integrating LLM with Psychiatric Scales for Analyzing Mental Health Issues on Social Media","publication_year":2024,"publication_date":"2024-12-03","ids":{"openalex":"https://openalex.org/W4406260515","doi":"https://doi.org/10.1109/bibm62325.2024.10822322"},"language":"en","primary_location":{"id":"doi:10.1109/bibm62325.2024.10822322","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm62325.2024.10822322","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5081710379","display_name":"Bichen Wang","orcid":"https://orcid.org/0000-0002-1108-7768"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bichen Wang","raw_affiliation_strings":["Harbin Institute of Technology,School of Computer Science and Technology,Harbin,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,School of Computer Science and Technology,Harbin,China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026356718","display_name":"Yixin Sun","orcid":"https://orcid.org/0000-0001-6650-4373"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yixin Sun","raw_affiliation_strings":["Harbin Institute of Technology,School of Computer Science and Technology,Harbin,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,School of Computer Science and Technology,Harbin,China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115840097","display_name":"Yuzhe Zi","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuzhe Zi","raw_affiliation_strings":["Harbin Institute of Technology,School of Computer Science and Technology,Harbin,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,School of Computer Science and Technology,Harbin,China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031911989","display_name":"Yanyan Zhao","orcid":"https://orcid.org/0000-0001-5852-7962"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanyan Zhao","raw_affiliation_strings":["Harbin Institute of Technology,School of Computer Science and Technology,Harbin,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,School of Computer Science and Technology,Harbin,China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017671620","display_name":"Bing Qin","orcid":"https://orcid.org/0000-0002-2543-5604"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bing Qin","raw_affiliation_strings":["Harbin Institute of Technology,School of Computer Science and Technology,Harbin,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,School of Computer Science and Technology,Harbin,China","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I204983213"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2651","last_page":"2658"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9736999869346619,"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":0.9736999869346619,"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/scale","display_name":"Scale (ratio)","score":0.6453002095222473},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.6177916526794434},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5410041213035583},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.47025051712989807},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.41781026124954224},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.39822107553482056},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3883291780948639},{"id":"https://openalex.org/keywords/applied-psychology","display_name":"Applied psychology","score":0.35945791006088257},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.13919684290885925},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.08112284541130066}],"concepts":[{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.6453002095222473},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.6177916526794434},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5410041213035583},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.47025051712989807},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41781026124954224},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.39822107553482056},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3883291780948639},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.35945791006088257},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.13919684290885925},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.08112284541130066},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm62325.2024.10822322","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm62325.2024.10822322","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320330944","display_name":"Nature","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W2402700","https://openalex.org/W2054931962","https://openalex.org/W2099813784","https://openalex.org/W2132322340","https://openalex.org/W2148083007","https://openalex.org/W2252191003","https://openalex.org/W2604439268","https://openalex.org/W2751884637","https://openalex.org/W2885726350","https://openalex.org/W2901416577","https://openalex.org/W2911378332","https://openalex.org/W2953413710","https://openalex.org/W2987392802","https://openalex.org/W3014799226","https://openalex.org/W3033913896","https://openalex.org/W3105623222","https://openalex.org/W3198000958","https://openalex.org/W4206478453","https://openalex.org/W4229049385","https://openalex.org/W4238079920","https://openalex.org/W4367353919","https://openalex.org/W4385570201","https://openalex.org/W4389523980","https://openalex.org/W6683937847","https://openalex.org/W6755207826","https://openalex.org/W6766673545","https://openalex.org/W6802958121","https://openalex.org/W6809646742","https://openalex.org/W6851151269"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4312622923","https://openalex.org/W1977056376","https://openalex.org/W2728430307","https://openalex.org/W1990545028","https://openalex.org/W3139055845","https://openalex.org/W2107786128","https://openalex.org/W3120669673","https://openalex.org/W2735469505","https://openalex.org/W2048368023"],"abstract_inverted_index":{"Mental":[0],"health":[1,54,89],"issues":[2,55,90],"pose":[3],"significant":[4],"challenges":[5],"worldwide,":[6],"leading":[7],"researchers":[8],"to":[9,13,66,86,114],"utilize":[10],"computing":[11],"techniques":[12,143],"analyze":[14],"social":[15],"media":[16],"posts":[17],"for":[18,51],"early":[19],"detection.":[20],"Currently,":[21],"Large":[22],"Language":[23],"Models":[24],"(LLMs)":[25],"represent":[26],"advanced":[27],"AI":[28],"systems":[29],"with":[30,141],"exceptional":[31],"language":[32],"processing":[33],"capabilities.":[34],"However,":[35],"their":[36],"effectiveness":[37],"depends":[38],"on":[39],"the":[40,83,105],"use":[41,63],"of":[42,47,75,148],"appropriate":[43],"prompts.":[44,78],"The":[45],"design":[46],"suitable":[48],"prompts":[49],"specifically":[50],"analyzing":[52],"mental":[53,68,88],"remains":[56],"underexplored.":[57],"Drawing":[58],"inspiration":[59],"from":[60],"psychiatrists":[61],"who":[62],"psychiatric":[64,129],"scales":[65],"assess":[67],"health,":[69],"we":[70,102],"have":[71],"developed":[72],"scale-based":[73],"chains":[74],"thought":[76],"(Scale-CoT)":[77],"These":[79],"not":[80],"only":[81],"enhance":[82],"LLMs\u2019":[84],"ability":[85],"detect":[87],"but":[91],"also":[92],"increase":[93],"clarity":[94],"and":[95,121,146,151],"explainability":[96],"by":[97,108],"integrating":[98],"professional":[99],"scales.":[100],"Furthermore,":[101],"demonstrate":[103],"that":[104,137],"knowledge":[106],"generated":[107],"LLMs":[109],"can":[110],"be":[111],"effectively":[112],"transferred":[113],"smaller":[115],"models,":[116],"resulting":[117],"in":[118],"a":[119],"better-performing":[120],"more":[122],"lightweight":[123],"system.":[124],"Our":[125,134],"approach,":[126],"which":[127],"leverages":[128],"scales,":[130],"outperforms":[131],"existing":[132],"methods.":[133],"experiments":[135],"indicate":[136],"combining":[138],"traditional":[139],"psychiatry":[140],"computational":[142],"is":[144],"worthwhile":[145],"deserving":[147],"further":[149],"research":[150],"exploration.":[152]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}