{"id":"https://openalex.org/W4413886969","doi":"https://doi.org/10.1109/jbhi.2025.3604933","title":"Self-Supervised Guided Modality Disentangled Representation Learning for Multimodal Sentiment Analysis and Schizophrenia Assessment","display_name":"Self-Supervised Guided Modality Disentangled Representation Learning for Multimodal Sentiment Analysis and Schizophrenia Assessment","publication_year":2025,"publication_date":"2025-09-01","ids":{"openalex":"https://openalex.org/W4413886969","doi":"https://doi.org/10.1109/jbhi.2025.3604933","pmid":"https://pubmed.ncbi.nlm.nih.gov/40889318"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2025.3604933","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2025.3604933","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5103271833","display_name":"Hsin-Yang Chang","orcid":"https://orcid.org/0000-0001-6352-9807"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Hsin-Yang Chang","raw_affiliation_strings":["Department of Electrical Engineering, National Taiwan University, Taipei City, Taiwan","Department of Electrical Engineering, National Taiwan University, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Taiwan University, Taipei City, Taiwan","institution_ids":["https://openalex.org/I16733864"]},{"raw_affiliation_string":"Department of Electrical Engineering, National Taiwan University, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018344910","display_name":"An-Sheng Liu","orcid":"https://orcid.org/0000-0002-8927-1805"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"An-Sheng Liu","raw_affiliation_strings":["Department of Electrical Engineering, National Taiwan University, Taipei City, Taiwan","Department of Electrical Engineering, National Taiwan University, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Taiwan University, Taipei City, Taiwan","institution_ids":["https://openalex.org/I16733864"]},{"raw_affiliation_string":"Department of Electrical Engineering, National Taiwan University, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088559134","display_name":"Yi\u2010Ting Lin","orcid":"https://orcid.org/0000-0003-3821-4744"},"institutions":[{"id":"https://openalex.org/I4210131804","display_name":"National Taiwan University Hospital","ror":"https://ror.org/03nteze27","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210131804"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yi-Ting Lin","raw_affiliation_strings":["Department of Psychiatry, National Taiwan University Hospital, Taipei City, Taiwan","Department of Psychiatry, National Taiwan University Hospital, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, National Taiwan University Hospital, Taipei City, Taiwan","institution_ids":["https://openalex.org/I4210131804"]},{"raw_affiliation_string":"Department of Psychiatry, National Taiwan University Hospital, Taiwan","institution_ids":["https://openalex.org/I4210131804"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058832950","display_name":"Chen\u2010Chung Liu","orcid":"https://orcid.org/0000-0002-9290-110X"},"institutions":[{"id":"https://openalex.org/I4210131804","display_name":"National Taiwan University Hospital","ror":"https://ror.org/03nteze27","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210131804"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chen-Chung Liu","raw_affiliation_strings":["Department of Psychiatry, National Taiwan University Hospital, Taipei City, Taiwan","Department of Psychiatry, National Taiwan University Hospital, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, National Taiwan University Hospital, Taipei City, Taiwan","institution_ids":["https://openalex.org/I4210131804"]},{"raw_affiliation_string":"Department of Psychiatry, National Taiwan University Hospital, Taiwan","institution_ids":["https://openalex.org/I4210131804"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051436687","display_name":"Lue-En Lee","orcid":"https://orcid.org/0000-0001-6751-9825"},"institutions":[{"id":"https://openalex.org/I2802331550","display_name":"Taipei Medical University Hospital","ror":"https://ror.org/03k0md330","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I2802331550"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Lue-En Lee","raw_affiliation_strings":["Department of Psychiatry, Taipei Medical University Hospital, Taipei Medical University,, Taipei City, Taiwan","Department of Psychiatry, Taipei Medical University Hospital, Taipei Medical University, Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, Taipei Medical University Hospital, Taipei Medical University,, Taipei City, Taiwan","institution_ids":["https://openalex.org/I2802331550"]},{"raw_affiliation_string":"Department of Psychiatry, Taipei Medical University Hospital, Taipei Medical University, Taipei, Taiwan","institution_ids":["https://openalex.org/I2802331550"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060911317","display_name":"Fengyi Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Feng-Yi Chen","raw_affiliation_strings":["Department of Electrical Engineering, National Taiwan University, Taipei City, Taiwan","Department of Electrical Engineering, National Taiwan University, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Taiwan University, Taipei City, Taiwan","institution_ids":["https://openalex.org/I16733864"]},{"raw_affiliation_string":"Department of Electrical Engineering, National Taiwan University, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110200209","display_name":"Shu\u2010Hui Hung","orcid":null},"institutions":[{"id":"https://openalex.org/I4210107525","display_name":"National Center for High-Performance Computing","ror":"https://ror.org/01jpzd518","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210107525","https://openalex.org/I4210128167","https://openalex.org/I4210166867"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shu-Hui Hung","raw_affiliation_strings":["National Center for High-performance Computing, Hsinchu, Taiwan","National Center for High-performance Computing, Taiwan"],"affiliations":[{"raw_affiliation_string":"National Center for High-performance Computing, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I4210107525"]},{"raw_affiliation_string":"National Center for High-performance Computing, Taiwan","institution_ids":["https://openalex.org/I4210107525"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101925654","display_name":"Li\u2010Chen Fu","orcid":"https://orcid.org/0000-0002-6947-7646"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Li-Chen Fu","raw_affiliation_strings":["Department of Electrical Engineering, National Taiwan University, Taipei City, Taiwan","Department of Electrical Engineering, National Taiwan University, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Taiwan University, Taipei City, Taiwan","institution_ids":["https://openalex.org/I16733864"]},{"raw_affiliation_string":"Department of Electrical Engineering, National Taiwan University, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5103271833"],"corresponding_institution_ids":["https://openalex.org/I16733864"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.26742423,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"30","issue":"2","first_page":"1630","last_page":"1641"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9591000080108643,"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":0.9591000080108643,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.9585000276565552,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9544000029563904,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.7509587407112122},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6895583868026733},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.6526583433151245},{"id":"https://openalex.org/keywords/schizophrenia","display_name":"Schizophrenia (object-oriented programming)","score":0.6396494507789612},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6085249781608582},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5803773403167725},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5649851560592651},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44731080532073975},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.3437785804271698},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.26975780725479126}],"concepts":[{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.7509587407112122},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6895583868026733},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.6526583433151245},{"id":"https://openalex.org/C2776412080","wikidata":"https://www.wikidata.org/wiki/Q7431605","display_name":"Schizophrenia (object-oriented programming)","level":2,"score":0.6396494507789612},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6085249781608582},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5803773403167725},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5649851560592651},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44731080532073975},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.3437785804271698},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.26975780725479126},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2025.3604933","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2025.3604933","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:40889318","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40889318","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W2064675550","https://openalex.org/W2095176743","https://openalex.org/W2140606211","https://openalex.org/W2154497083","https://openalex.org/W2395639500","https://openalex.org/W2556418146","https://openalex.org/W2787581402","https://openalex.org/W2883409523","https://openalex.org/W2896457183","https://openalex.org/W2964010806","https://openalex.org/W2964051877","https://openalex.org/W2964216663","https://openalex.org/W2964346351","https://openalex.org/W3034266838","https://openalex.org/W3034849760","https://openalex.org/W3037572520","https://openalex.org/W3041561163","https://openalex.org/W3093051361","https://openalex.org/W3128412859","https://openalex.org/W3138516171","https://openalex.org/W3169801598","https://openalex.org/W3197875592","https://openalex.org/W3207098617","https://openalex.org/W3214432797","https://openalex.org/W4200172309","https://openalex.org/W4226084584","https://openalex.org/W4285248692","https://openalex.org/W4304092664","https://openalex.org/W4304098327","https://openalex.org/W4322736091","https://openalex.org/W4376455521","https://openalex.org/W4385245566","https://openalex.org/W4386078154","https://openalex.org/W4386158731","https://openalex.org/W4391128766"],"related_works":["https://openalex.org/W2548633793","https://openalex.org/W3013279174","https://openalex.org/W2941935829","https://openalex.org/W2596247554","https://openalex.org/W3132372214","https://openalex.org/W4224284088","https://openalex.org/W4286571989","https://openalex.org/W2765903680","https://openalex.org/W4317653575","https://openalex.org/W2385859805"],"abstract_inverted_index":{"As":[0],"the":[1,54,69,78,120],"impact":[2],"of":[3,56,71],"chronic":[4],"mental":[5],"disorders":[6],"increases,":[7],"multimodal":[8,85,98],"sentiment":[9,99],"analysis":[10,100],"(MSA)":[11],"has":[12],"emerged":[13],"to":[14,28,43,66],"improve":[15],"diagnosis":[16],"and":[17,48,73,76,101,140],"treatment.":[18],"In":[19],"this":[20],"paper,":[21],"our":[22,89,127,137],"approach":[23],"leverages":[24],"disentangled":[25,80],"representation":[26,51],"learning":[27,34,40,128],"address":[29],"modality":[30],"heterogeneity":[31],"with":[32],"self-supervised":[33,39],"as":[35],"a":[36,63,83,102],"guidance.":[37],"The":[38,110],"is":[41],"proposed":[42],"generate":[44],"pseudo":[45],"unimodal":[46],"labels":[47],"guide":[49],"modality-specific":[50],"learning,":[52],"preventing":[53],"acquisition":[55],"meaningless":[57],"features.":[58],"Additionally,":[59],"we":[60],"also":[61],"propose":[62],"text-centric":[64],"fusion":[65],"effectively":[67],"mitigate":[68],"impacts":[70],"noise":[72],"redundant":[74],"information":[75],"fuse":[77],"acquired":[79],"representations":[81],"into":[82],"comprehensive":[84],"representation.":[86],"We":[87],"evaluate":[88],"model":[90],"on":[91,107,119],"three":[92],"publicly":[93],"available":[94],"benchmark":[95,121],"datasets":[96],"for":[97],"privately":[103],"collected":[104],"dataset":[105],"focusing":[106],"schizophrenia":[108,145],"counseling.":[109],"experimental":[111],"results":[112],"demonstrate":[113],"state-of-the-art":[114],"performance":[115,132],"across":[116],"various":[117],"metrics":[118],"datasets,":[122],"surpassing":[123],"related":[124],"works.":[125],"Furthermore,":[126],"algorithm":[129],"shows":[130],"promising":[131],"in":[133,144],"real-world":[134],"applications,":[135],"outperforming":[136],"previous":[138],"work":[139],"achieving":[141],"significant":[142],"progress":[143],"assessment.":[146]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}