{"id":"https://openalex.org/W7152675780","doi":"https://doi.org/10.1145/3774904.3792594","title":"From Social Media to Psychological Scale: An Adaptive Framework with Two-Hop Retrieval for Depression Screening","display_name":"From Social Media to Psychological Scale: An Adaptive Framework with Two-Hop Retrieval for Depression Screening","publication_year":2026,"publication_date":"2026-04-09","ids":{"openalex":"https://openalex.org/W7152675780","doi":"https://doi.org/10.1145/3774904.3792594"},"language":null,"primary_location":{"id":"doi:10.1145/3774904.3792594","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3774904.3792594","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Web Conference 2026","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3774904.3792594","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018696423","display_name":"Yangyang Xu","orcid":"https://orcid.org/0009-0002-5406-5961"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yangyang Xu","raw_affiliation_strings":["Institute of Advanced Technology, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0009-0002-5406-5961","affiliations":[{"raw_affiliation_string":"Institute of Advanced Technology, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129707821","display_name":"Jinpeng Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinpeng Hu","raw_affiliation_strings":["Hefei University of Technology, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0003-4090-7494","affiliations":[{"raw_affiliation_string":"Hefei University of Technology, Hefei, China","institution_ids":["https://openalex.org/I16365422"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015177224","display_name":"Peipei Song","orcid":"https://orcid.org/0000-0001-6764-3375"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peipei Song","raw_affiliation_strings":["University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0001-6764-3375","affiliations":[{"raw_affiliation_string":"University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080759198","display_name":"Zhangling Duan","orcid":"https://orcid.org/0000-0003-3246-8022"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhangling Duan","raw_affiliation_strings":["Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0003-3246-8022","affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, Hefei, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034737032","display_name":"Xun Yang","orcid":"https://orcid.org/0000-0003-0201-1638"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xun Yang","raw_affiliation_strings":["University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0003-0201-1638","affiliations":[{"raw_affiliation_string":"University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5018696423"],"corresponding_institution_ids":["https://openalex.org/I126520041"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.81803721,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"4817","last_page":"4828"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9251000285148621,"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":0.9251000285148621,"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":0.026399999856948853,"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/T13283","display_name":"Mental Health Research Topics","score":0.0034000000450760126,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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/social-media","display_name":"Social media","score":0.565500020980835},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.5210000276565552},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.32089999318122864},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.2816999852657318},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.28029999136924744},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.27129998803138733}],"concepts":[{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.6366000175476074},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.565500020980835},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.5210000276565552},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.3635999858379364},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.36320000886917114},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.3603000044822693},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.32089999318122864},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.29670000076293945},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.2816999852657318},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.28029999136924744},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.27129998803138733},{"id":"https://openalex.org/C178233286","wikidata":"https://www.wikidata.org/wiki/Q645999","display_name":"Social comparison theory","level":2,"score":0.26989999413490295},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.2676999866962433},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2540000081062317},{"id":"https://openalex.org/C2778087770","wikidata":"https://www.wikidata.org/wiki/Q2297111","display_name":"Social support","level":2,"score":0.2538999915122986},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.25380000472068787},{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.25290000438690186}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3774904.3792594","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3774904.3792594","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Web Conference 2026","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3774904.3792594","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3774904.3792594","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Web Conference 2026","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.5062918663024902}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1974665640","https://openalex.org/W2096785313","https://openalex.org/W2112040301","https://openalex.org/W2511501696","https://openalex.org/W2729451077","https://openalex.org/W2805240699","https://openalex.org/W2807710762","https://openalex.org/W2884649647","https://openalex.org/W2927590866","https://openalex.org/W2934186567","https://openalex.org/W3015879336","https://openalex.org/W3152252246","https://openalex.org/W3197497981","https://openalex.org/W4285604879","https://openalex.org/W4293212040","https://openalex.org/W4321854778","https://openalex.org/W4384823130","https://openalex.org/W4389519856","https://openalex.org/W4389520112","https://openalex.org/W4389523980","https://openalex.org/W4391454521","https://openalex.org/W4393949820","https://openalex.org/W4401013373","https://openalex.org/W4402670707","https://openalex.org/W4404781657","https://openalex.org/W4407826183","https://openalex.org/W4410357368","https://openalex.org/W4415537840","https://openalex.org/W4415538383","https://openalex.org/W4416036821","https://openalex.org/W7117298064","https://openalex.org/W7126391127","https://openalex.org/W7126398943","https://openalex.org/W7126427571","https://openalex.org/W7131799799"],"related_works":[],"abstract_inverted_index":{"Depressive":[0],"disorders":[1],"represent":[2],"a":[3,43,47,90,98,107,177],"major":[4],"global":[5],"public":[6],"health":[7],"challenge.":[8],"As":[9],"an":[10],"increasing":[11],"number":[12],"of":[13,61,80,154,161,203],"individuals":[14],"share":[15],"their":[16,53,75],"emotional":[17],"experiences":[18],"and":[19,46,65,77,106,117,135,174,191],"concerns":[20],"on":[21,42,196,210],"social":[22],"media,":[23],"researchers":[24],"have":[25],"shown":[26],"growing":[27],"interest":[28],"in":[29,67,176],"leveraging":[30],"such":[31],"data":[32,64,69],"for":[33,112],"early":[34],"depression":[35,56,95],"screening.":[36],"However,":[37],"most":[38],"existing":[39,208],"methods":[40],"rely":[41],"fixed":[44],"model":[45],"singular":[48],"reasoning":[49,115,172,192],"paradigm,":[50],"which":[51,157],"constrains":[52],"adaptability":[54],"to":[55,102,129,140,168],"detection.":[57],"The":[58],"limited":[59],"availability":[60],"mental":[62],"health-related":[63],"variability":[66],"training":[68,127],"distributions":[70],"across":[71],"different":[72],"LLMs":[73,175,190],"hinder":[74],"consistent":[76],"comprehensive":[78],"understanding":[79],"diverse":[81],"psychological":[82,185],"symptoms.":[83],"In":[84],"this":[85],"paper,":[86],"we":[87,120,150,181],"propose":[88],"AdaDepression,":[89],"framework":[91],"that":[92],"enables":[93],"explainable":[94],"screening":[96],"through":[97],"two-hop":[99],"retrieval":[100],"algorithm":[101],"identify":[103],"symptom-relevant":[104,142],"posts":[105,124,139,143],"two-stage":[108],"adaptive":[109],"routing":[110,166],"mechanism":[111,167],"selecting":[113],"appropriate":[114],"strategies":[116,173],"LLMs.":[118],"Specifically,":[119],"first":[121],"collect":[122],"representative":[123],"from":[125,144],"the":[126,131,145,152,159,165,170,183,188,197,201,204],"dataset":[128],"capture":[130],"real-world":[132],"symptom":[133],"expressions,":[134],"then":[136],"utilize":[137],"these":[138],"retrieve":[141],"user's":[146],"posting":[147],"history.":[148],"Subsequently,":[149],"employ":[151],"Mixture":[153,160],"Routers":[155],"(MoR),":[156],"integrates":[158],"Experts":[162],"(MoE)":[163],"into":[164],"select":[169],"optimal":[171],"cascaded":[178],"manner.":[179],"Finally,":[180],"complete":[182],"standardized":[184],"questionnaire":[186],"using":[187],"selected":[189],"strategies.":[193],"Experimental":[194],"results":[195],"Reddit-based":[198],"benchmarks":[199],"demonstrate":[200],"effectiveness":[202],"proposed":[205],"method,":[206],"outperforming":[207],"studies":[209],"various":[211],"metrics.":[212],"Our":[213],"code":[214],"is":[215],"released":[216],"at":[217],"https://github.com/MindIntLab-HFUT/AdaDepression.":[218]},"counts_by_year":[],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2026-04-10T00:00:00"}