{"id":"https://openalex.org/W4410636653","doi":"https://doi.org/10.1145/3701716.3717550","title":"IntervEEG-LLM: Exploring EEG-Based Multimodal Data for Customized Mental Health Interventions","display_name":"IntervEEG-LLM: Exploring EEG-Based Multimodal Data for Customized Mental Health Interventions","publication_year":2025,"publication_date":"2025-05-08","ids":{"openalex":"https://openalex.org/W4410636653","doi":"https://doi.org/10.1145/3701716.3717550"},"language":"en","primary_location":{"id":"doi:10.1145/3701716.3717550","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3717550","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3717550","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3717550","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015185178","display_name":"Shuning Zhang","orcid":"https://orcid.org/0000-0002-4145-117X"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shuning Zhang","raw_affiliation_strings":["Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066683687","display_name":"Yongquan Hu","orcid":"https://orcid.org/0000-0003-1315-8969"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yongquan 'Owen' Hu","raw_affiliation_strings":["Augmented Human Lab, National University of Singapore, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Augmented Human Lab, National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068034013","display_name":"Xin Yi","orcid":"https://orcid.org/0000-0001-8041-7962"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Yi","raw_affiliation_strings":["Tsinghua University, Beijing, China and Zhongguancun Laboratory, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing, China and Zhongguancun Laboratory, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027647989","display_name":"Suranga Nanayakkara","orcid":"https://orcid.org/0000-0001-7441-5493"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Suranga Nanayakkara","raw_affiliation_strings":["Augmented Human Lab, National University of Singapore, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Augmented Human Lab, National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100420362","display_name":"Xiaoming Chen","orcid":"https://orcid.org/0000-0002-7503-3021"},"institutions":[{"id":"https://openalex.org/I179026463","display_name":"Beijing Technology and Business University","ror":"https://ror.org/013e0zm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I179026463"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoming Chen","raw_affiliation_strings":["Beijing Technology and Business University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing Technology and Business University, Beijing, China","institution_ids":["https://openalex.org/I179026463"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5015185178"],"corresponding_institution_ids":["https://openalex.org/I99065089"],"apc_list":null,"apc_paid":null,"fwci":1.5477,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.83022388,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"2320","last_page":"2326"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9987000226974487,"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"}},"topics":[{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9987000226974487,"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":0.9957000017166138,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6781258583068848},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.6698752045631409},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6421248316764832},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.5993525385856628},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.42216286063194275},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3699948787689209},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2899533212184906},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.14067113399505615}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6781258583068848},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.6698752045631409},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6421248316764832},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.5993525385856628},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.42216286063194275},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3699948787689209},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2899533212184906},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.14067113399505615}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3701716.3717550","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3717550","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3717550","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3701716.3717550","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3717550","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3717550","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G356654689","display_name":null,"funder_award_id":"62132010","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7726157001","display_name":null,"funder_award_id":"Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410636653.pdf","grobid_xml":"https://content.openalex.org/works/W4410636653.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W2068146554","https://openalex.org/W2119834512","https://openalex.org/W2289545039","https://openalex.org/W2340346722","https://openalex.org/W2946006801","https://openalex.org/W2972890723","https://openalex.org/W2984385779","https://openalex.org/W3012134120","https://openalex.org/W3042276730","https://openalex.org/W3080958753","https://openalex.org/W3115691691","https://openalex.org/W3169017409","https://openalex.org/W3213455003","https://openalex.org/W4205974944","https://openalex.org/W4224247713","https://openalex.org/W4225164728","https://openalex.org/W4311026115","https://openalex.org/W4313433335","https://openalex.org/W4323050332","https://openalex.org/W4366548761","https://openalex.org/W4366591012","https://openalex.org/W4385373745","https://openalex.org/W4385847487","https://openalex.org/W4389260942","https://openalex.org/W4396219010","https://openalex.org/W4402427685","https://openalex.org/W4404587109"],"related_works":["https://openalex.org/W3202969339","https://openalex.org/W4237513258","https://openalex.org/W2044053727","https://openalex.org/W1994410349","https://openalex.org/W3177028067","https://openalex.org/W1913385466","https://openalex.org/W2914170859","https://openalex.org/W2889342546","https://openalex.org/W2015048155","https://openalex.org/W4396811136"],"abstract_inverted_index":{"Incorporating":[0],"multimodal":[1,65,77],"physiological":[2,78,117],"signals":[3,22,48,66,81],"into":[4,37],"mental":[5,39,68,122,131],"health":[6,69,123,132],"intervention":[7,94,105],"may":[8],"greatly":[9],"enhance":[10],"its":[11],"effectiveness":[12],"due":[13],"to":[14,43,96,129],"the":[15,54,84,100],"rich":[16],"semantic":[17],"information":[18],"they":[19],"contain.":[20],"EEG":[21],"are":[23],"particularly":[24],"common":[25],"and":[26,45,82,98,120],"valuable":[27],"for":[28,67,75],"capturing":[29],"brain":[30],"activity,":[31],"which":[32],"can":[33],"provide":[34],"objective":[35],"insights":[36],"users'":[38],"states.":[40],"However":[41],"how":[42],"interpret":[44,97],"leverage":[46],"these":[47],"remains":[49],"under-explored.":[50],"This":[51],"paper":[52],"initiated":[53],"first":[55,72],"attempt":[56],"by":[57],"proposing":[58],"IntervEEG-LLM,":[59],"an":[60],"end-to-end":[61],"framework":[62,113],"leveraging":[63],"EEG-based":[64,116],"intervention.":[70,133],"IntervEEG-LLM":[71],"used":[73],"LLMs":[74],"heterogeneous":[76],"understanding":[79],"of":[80,88],"predicted":[83],"intermediate":[85],"modeling":[86,101],"results":[87],"users.":[89],"Then":[90],"it":[91],"leveraged":[92],"effective":[93],"strategies":[95],"apply":[99],"results,":[102],"offering":[103,125],"concrete":[104],"text":[106],"through":[107],"natural":[108],"language":[109],"interfaces.":[110],"Our":[111],"unified":[112],"integrates":[114],"three":[115],"data":[118],"modalities":[119],"five":[121],"strategies,":[124],"a":[126],"promising":[127],"approach":[128],"signal-based":[130]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}