{"id":"https://openalex.org/W4407948523","doi":"https://doi.org/10.1109/access.2025.3545902","title":"PSG-Pair: A Psychological Snapshot Guided Model for Improved Query-Response Pairing in Psychological Wellness Communities for University Students","display_name":"PSG-Pair: A Psychological Snapshot Guided Model for Improved Query-Response Pairing in Psychological Wellness Communities for University Students","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4407948523","doi":"https://doi.org/10.1109/access.2025.3545902"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3545902","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3545902","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3545902","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5110572267","display_name":"Yongsheng Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I66883779","display_name":"Weifang University","ror":"https://ror.org/01frp7483","country_code":"CN","type":"education","lineage":["https://openalex.org/I66883779"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongsheng Ma","raw_affiliation_strings":["Chemistry and Chemical Engineering and Environment Engineering College, Weifang University, Weifang, Shandong, China","Chemistry &#x0026; Chemical Engineering and Environment Engineering College, Weifang University, Weifang, Shandong, China"],"raw_orcid":"https://orcid.org/0009-0003-7877-8189","affiliations":[{"raw_affiliation_string":"Chemistry and Chemical Engineering and Environment Engineering College, Weifang University, Weifang, Shandong, China","institution_ids":["https://openalex.org/I66883779"]},{"raw_affiliation_string":"Chemistry &#x0026; Chemical Engineering and Environment Engineering College, Weifang University, Weifang, Shandong, China","institution_ids":["https://openalex.org/I66883779"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058289217","display_name":"Xianhui Sun","orcid":"https://orcid.org/0009-0009-1408-566X"},"institutions":[{"id":"https://openalex.org/I66883779","display_name":"Weifang University","ror":"https://ror.org/01frp7483","country_code":"CN","type":"education","lineage":["https://openalex.org/I66883779"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianhui Sun","raw_affiliation_strings":["Food and Drug College, Weifang Vocational College, Weifang, Shandong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Food and Drug College, Weifang Vocational College, Weifang, Shandong, China","institution_ids":["https://openalex.org/I66883779"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5116423926","display_name":"Aiqun Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I66883779","display_name":"Weifang University","ror":"https://ror.org/01frp7483","country_code":"CN","type":"education","lineage":["https://openalex.org/I66883779"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Aiqun Ma","raw_affiliation_strings":["School of Marxism, Weifang University, Weifang, Shandong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Marxism, Weifang University, Weifang, Shandong, China","institution_ids":["https://openalex.org/I66883779"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I66883779"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.2611,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.76939549,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"13","issue":null,"first_page":"41505","last_page":"41523"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9902999997138977,"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"}},"topics":[{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9902999997138977,"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"}},{"id":"https://openalex.org/T11542","display_name":"Behavioral Health and Interventions","score":0.9192000031471252,"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/T11519","display_name":"Digital Mental Health Interventions","score":0.9089000225067139,"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/snapshot","display_name":"Snapshot (computer storage)","score":0.8622370958328247},{"id":"https://openalex.org/keywords/pairing","display_name":"Pairing","score":0.6981827616691589},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6015592813491821},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.12357956171035767},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.09086301922798157}],"concepts":[{"id":"https://openalex.org/C55282118","wikidata":"https://www.wikidata.org/wiki/Q252683","display_name":"Snapshot (computer storage)","level":2,"score":0.8622370958328247},{"id":"https://openalex.org/C14103023","wikidata":"https://www.wikidata.org/wiki/Q11681459","display_name":"Pairing","level":3,"score":0.6981827616691589},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6015592813491821},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.12357956171035767},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.09086301922798157},{"id":"https://openalex.org/C54101563","wikidata":"https://www.wikidata.org/wiki/Q124131","display_name":"Superconductivity","level":2,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3545902","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3545902","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:acc22f4782474075aac100ea39dc5ac7","is_oa":true,"landing_page_url":"https://doaj.org/article/acc22f4782474075aac100ea39dc5ac7","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 41505-41523 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3545902","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3545902","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.41999998688697815,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":71,"referenced_works":["https://openalex.org/W2187396919","https://openalex.org/W3041490575","https://openalex.org/W3094758902","https://openalex.org/W3130109406","https://openalex.org/W3161607126","https://openalex.org/W3189124752","https://openalex.org/W3213213154","https://openalex.org/W3217075531","https://openalex.org/W4200048628","https://openalex.org/W4206315124","https://openalex.org/W4206367651","https://openalex.org/W4212880373","https://openalex.org/W4212926012","https://openalex.org/W4212989922","https://openalex.org/W4214675230","https://openalex.org/W4220923972","https://openalex.org/W4223908464","https://openalex.org/W4224315159","https://openalex.org/W4225883156","https://openalex.org/W4226094317","https://openalex.org/W4226469345","https://openalex.org/W4226490385","https://openalex.org/W4228997482","https://openalex.org/W4281641068","https://openalex.org/W4281709944","https://openalex.org/W4283027533","https://openalex.org/W4283208622","https://openalex.org/W4285192810","https://openalex.org/W4287854811","https://openalex.org/W4288066806","https://openalex.org/W4290098820","https://openalex.org/W4292474994","https://openalex.org/W4292550651","https://openalex.org/W4293173889","https://openalex.org/W4293763777","https://openalex.org/W4294663947","https://openalex.org/W4294833327","https://openalex.org/W4295065948","https://openalex.org/W4296557505","https://openalex.org/W4297347697","https://openalex.org/W4304195443","https://openalex.org/W4304690352","https://openalex.org/W4319762273","https://openalex.org/W4377291971","https://openalex.org/W4380267320","https://openalex.org/W4382318001","https://openalex.org/W4383818737","https://openalex.org/W4384559646","https://openalex.org/W4385456320","https://openalex.org/W4385573952","https://openalex.org/W4385729889","https://openalex.org/W4386390787","https://openalex.org/W4386827007","https://openalex.org/W4387616159","https://openalex.org/W4387826716","https://openalex.org/W4388073261","https://openalex.org/W4390730089","https://openalex.org/W4391007419","https://openalex.org/W4392616472","https://openalex.org/W4393385709","https://openalex.org/W4396524923","https://openalex.org/W4399881352","https://openalex.org/W4401132846","https://openalex.org/W6838863277","https://openalex.org/W6853620503","https://openalex.org/W6854710169","https://openalex.org/W6856944503","https://openalex.org/W6857312304","https://openalex.org/W6861475239","https://openalex.org/W6870014801","https://openalex.org/W7015901149"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3015473028","https://openalex.org/W3201176751","https://openalex.org/W1993094293","https://openalex.org/W2029180842","https://openalex.org/W2024971119","https://openalex.org/W2057898405","https://openalex.org/W2953807518"],"abstract_inverted_index":{"Psychological":[0,33,48],"wellness,":[1,225],"especially":[2,162],"among":[3],"university":[4,164,287],"students,":[5,165],"has":[6,179],"become":[7],"an":[8],"increasingly":[9],"significant":[10],"global":[11],"health":[12],"issue,":[13],"with":[14],"millions":[15],"affected":[16],"worldwide.":[17],"In":[18],"response":[19],"to":[20,39,90,108,153,198,231,245,275,295],"the":[21,67,80,96,114,123,151,156,168,183,199,210,215,221,226,229,241,252,258,268,279,302,317,320],"growing":[22],"demand":[23],"for":[24,47,163,186,267,286],"accessible":[25],"psychological":[26,63,101,115,148,159,173,224,283],"support,":[27],"we":[28],"propose":[29],"a":[30,86,104,265],"novel":[31],"model,":[32],"Snapshot":[34],"Guided":[35],"Pairing":[36],"(PSG-Pair),":[37],"designed":[38],"enhance":[40],"query-response":[41],"pairing":[42,97,143,261],"in":[43,77,142,220,298,308],"Community":[44],"Question":[45],"Answering":[46],"Wellness":[49],"(CQA-PW).":[50],"Unlike":[51],"traditional":[52,134],"methods":[53],"that":[54,130],"focus":[55],"solely":[56],"on":[57,113,122],"conceptual-level":[58],"matching,":[59],"PSG-Pair":[60,131,244],"integrates":[61],"role-based":[62],"snapshots":[64,102,149],"derived":[65],"from":[66,192],"historical":[68],"posts":[69],"of":[70,117,147,158,171,202,223,228,243,270,282,306,319],"help-seekers":[71],"and":[72,95,140,195,260,304],"supporters.":[73],"The":[74,145],"model":[75,89,152,230],"operates":[76],"two":[78],"phases:":[79],"initial":[81],"screening":[82],"phase,":[83,98],"which":[84,99,206],"utilizes":[85],"BERT-based":[87],"retrieval":[88,259],"filter":[91],"relevant":[92],"supportive":[93],"posts,":[94],"incorporates":[100],"using":[103],"stacked":[105],"attention":[106],"mechanism":[107],"refine":[109],"conceptual":[110],"pairings":[111],"based":[112],"characteristics":[116],"users.":[118],"Extensive":[119],"experiments":[120],"conducted":[121],"CLPsych":[124],"2022":[125],"Shared":[126],"Task":[127],"dataset":[128,184],"demonstrate":[129],"significantly":[132],"outperforms":[133],"single-phase":[135],"models,":[136],"enhancing":[137],"both":[138],"precision":[139],"recall":[141],"processes.":[144],"inclusion":[146],"allows":[150],"better":[154],"handle":[155],"complexities":[157],"wellness":[160,284],"scenarios,":[161],"thereby":[166],"improving":[167],"overall":[169],"effectiveness":[170],"automated":[172],"support":[174,285],"systems.":[175],"However,":[176],"this":[177],"study":[178],"several":[180],"limitations.":[181],"Firstly,":[182],"used":[185],"experiments,":[187],"although":[188],"rich,":[189],"still":[190],"suffers":[191],"data":[193],"imbalance":[194],"noise":[196],"due":[197],"high":[200],"proportion":[201],"irrelevant":[203],"negative":[204],"samples,":[205],"could":[207],"potentially":[208,315],"impact":[209],"model\u2019s":[211],"performance.":[212],"Secondly,":[213],"while":[214,251],"approach":[216],"demonstrates":[217],"promising":[218],"results":[219],"context":[222,281],"generalizability":[227],"other":[232],"domains":[233],"or":[234],"applications":[235],"remains":[236],"uncertain.":[237],"Further":[238],"exploration":[239],"into":[240],"adaptability":[242],"diverse":[246],"scenarios":[247],"is":[248,264],"required.":[249],"Additionally,":[250],"current":[253],"evaluation":[254,273],"metrics":[255],"adequately":[256],"reflect":[257],"capabilities,":[262],"there":[263],"need":[266],"development":[269],"more":[271],"tailored":[272],"systems":[274],"assess":[276],"models":[277],"within":[278],"unique":[280],"students.":[288],"Future":[289],"work":[290],"should":[291],"also":[292],"investigate":[293],"how":[294],"mitigate":[296],"biases":[297],"user-generated":[299],"content,":[300],"as":[301],"quality":[303],"authenticity":[305],"answers":[307],"non-factual":[309],"Q&A":[310],"platforms":[311],"can":[312],"vary":[313],"significantly,":[314],"affecting":[316],"accuracy":[318],"pairing.":[321]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-02-27T00:00:00"}
