{"id":"https://openalex.org/W4390669464","doi":"https://doi.org/10.3390/s24020348","title":"Machine Learning for Multimodal Mental Health Detection: A Systematic Review of Passive Sensing Approaches","display_name":"Machine Learning for Multimodal Mental Health Detection: A Systematic Review of Passive Sensing Approaches","publication_year":2024,"publication_date":"2024-01-06","ids":{"openalex":"https://openalex.org/W4390669464","doi":"https://doi.org/10.3390/s24020348","pmid":"https://pubmed.ncbi.nlm.nih.gov/38257440"},"language":"en","primary_location":{"id":"doi:10.3390/s24020348","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24020348","pdf_url":"https://www.mdpi.com/1424-8220/24/2/348/pdf?version=1704530894","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/24/2/348/pdf?version=1704530894","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044489037","display_name":"Lin Sze Khoo","orcid":"https://orcid.org/0009-0002-4671-0262"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Lin Sze Khoo","raw_affiliation_strings":["Department of Human-Centered Computing, Faculty of Information Technology, Monash University, Clayton, VIC 3800, Australia"],"affiliations":[{"raw_affiliation_string":"Department of Human-Centered Computing, Faculty of Information Technology, Monash University, Clayton, VIC 3800, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046137969","display_name":"Mei Kuan Lim","orcid":"https://orcid.org/0000-0001-8834-9933"},"institutions":[{"id":"https://openalex.org/I11662577","display_name":"Monash University Malaysia","ror":"https://ror.org/00yncr324","country_code":"MY","type":"education","lineage":["https://openalex.org/I11662577"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mei Kuan Lim","raw_affiliation_strings":["School of Information Technology, Monash University Malaysia, Subang Jaya 46150, Malaysia","School of Information Technology, Monash University Malaysia, Bandar Sunway 46150, Malaysia"],"affiliations":[{"raw_affiliation_string":"School of Information Technology, Monash University Malaysia, Subang Jaya 46150, Malaysia","institution_ids":["https://openalex.org/I11662577"]},{"raw_affiliation_string":"School of Information Technology, Monash University Malaysia, Bandar Sunway 46150, Malaysia","institution_ids":["https://openalex.org/I11662577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024635381","display_name":"Chun Yong Chong","orcid":"https://orcid.org/0000-0003-1164-0049"},"institutions":[{"id":"https://openalex.org/I11662577","display_name":"Monash University Malaysia","ror":"https://ror.org/00yncr324","country_code":"MY","type":"education","lineage":["https://openalex.org/I11662577"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Chun Yong Chong","raw_affiliation_strings":["School of Information Technology, Monash University Malaysia, Subang Jaya 46150, Malaysia","School of Information Technology, Monash University Malaysia, Bandar Sunway 46150, Malaysia"],"affiliations":[{"raw_affiliation_string":"School of Information Technology, Monash University Malaysia, Subang Jaya 46150, Malaysia","institution_ids":["https://openalex.org/I11662577"]},{"raw_affiliation_string":"School of Information Technology, Monash University Malaysia, Bandar Sunway 46150, Malaysia","institution_ids":["https://openalex.org/I11662577"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079050234","display_name":"R\u00f3is\u00edn McNaney","orcid":"https://orcid.org/0000-0003-3761-296X"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Roisin McNaney","raw_affiliation_strings":["Department of Human-Centered Computing, Faculty of Information Technology, Monash University, Clayton, VIC 3800, Australia"],"affiliations":[{"raw_affiliation_string":"Department of Human-Centered Computing, Faculty of Information Technology, Monash University, Clayton, VIC 3800, Australia","institution_ids":["https://openalex.org/I56590836"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5044489037"],"corresponding_institution_ids":["https://openalex.org/I56590836"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":52.2276,"has_fulltext":true,"cited_by_count":103,"citation_normalized_percentile":{"value":0.99968827,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"24","issue":"2","first_page":"348","last_page":"348"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9994999766349792,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.9994999766349792,"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/T11519","display_name":"Digital Mental Health Interventions","score":0.9980999827384949,"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":0.9958000183105469,"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/modality","display_name":"Modality (human\u2013computer interaction)","score":0.6644023060798645},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6253201365470886},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.5722237229347229},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.5148317217826843},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5053825378417969},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48577311635017395},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.48243746161460876},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4243425726890564},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.4222852289676666},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.18943217396736145},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.12835633754730225}],"concepts":[{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.6644023060798645},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6253201365470886},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.5722237229347229},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5148317217826843},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5053825378417969},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48577311635017395},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.48243746161460876},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4243425726890564},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.4222852289676666},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.18943217396736145},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.12835633754730225},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","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":"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":"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":"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":"D001523","descriptor_name":"Mental Disorders","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001523","descriptor_name":"Mental Disorders","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001523","descriptor_name":"Mental Disorders","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001523","descriptor_name":"Mental Disorders","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001523","descriptor_name":"Mental Disorders","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001523","descriptor_name":"Mental Disorders","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001523","descriptor_name":"Mental Disorders","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003657","descriptor_name":"Decision Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003657","descriptor_name":"Decision Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003657","descriptor_name":"Decision Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003657","descriptor_name":"Decision Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003657","descriptor_name":"Decision Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003657","descriptor_name":"Decision Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003657","descriptor_name":"Decision Making","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":"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":"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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":6,"locations":[{"id":"doi:10.3390/s24020348","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24020348","pdf_url":"https://www.mdpi.com/1424-8220/24/2/348/pdf?version=1704530894","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:38257440","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38257440","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":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:monash.edu:publications/e2637bfc-5373-464b-b5b4-9999812bdf36","is_oa":true,"landing_page_url":"https://research.monash.edu/en/publications/e2637bfc-5373-464b-b5b4-9999812bdf36","pdf_url":"https://researchmgt.monash.edu/ws/files/575539141/574752757.pdf","source":{"id":"https://openalex.org/S4306402625","display_name":"Monash University Research Portal (Monash University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I56590836","host_organization_name":"Monash University","host_organization_lineage":["https://openalex.org/I56590836"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Khoo, L S, Lim, M K, Chong, C Y & McNaney, R 2024, 'Machine learning for multimodal mental health detection : A systematic review of passive sensing approaches', Sensors, vol. 24, no. 2, 348. https://doi.org/10.3390/s24020348","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:10820860","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10820860","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10820860/pdf/sensors-24-00348.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:0ddc5a215a6945cba0b782999e19efd8","is_oa":true,"landing_page_url":"https://doaj.org/article/0ddc5a215a6945cba0b782999e19efd8","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 24, Iss 2, p 348 (2024)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/24/2/348/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s24020348","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s24020348","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24020348","pdf_url":"https://www.mdpi.com/1424-8220/24/2/348/pdf?version=1704530894","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321709","display_name":"Ministry of Higher Education, Malaysia","ror":"https://ror.org/05mcs2t73"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4390669464.pdf"},"referenced_works_count":441,"referenced_works":["https://openalex.org/W147964346","https://openalex.org/W205829674","https://openalex.org/W246286872","https://openalex.org/W387694774","https://openalex.org/W641959581","https://openalex.org/W830076066","https://openalex.org/W943435019","https://openalex.org/W1517422368","https://openalex.org/W1541078567","https://openalex.org/W1552217991","https://openalex.org/W1567532702","https://openalex.org/W1588539311","https://openalex.org/W1632114991","https://openalex.org/W1673310716","https://openalex.org/W1678356000","https://openalex.org/W1686810756","https://openalex.org/W1690919088","https://openalex.org/W1714665356","https://openalex.org/W1794720519","https://openalex.org/W1844944916","https://openalex.org/W1845664948","https://openalex.org/W1849803292","https://openalex.org/W1894490285","https://openalex.org/W1904590428","https://openalex.org/W1946961862","https://openalex.org/W1958015329","https://openalex.org/W1968600824","https://openalex.org/W1975517671","https://openalex.org/W1976251851","https://openalex.org/W1977480771","https://openalex.org/W1979885312","https://openalex.org/W1981459039","https://openalex.org/W1984739144","https://openalex.org/W1985329916","https://openalex.org/W1988088279","https://openalex.org/W1988748730","https://openalex.org/W1995443851","https://openalex.org/W2000465322","https://openalex.org/W2005069458","https://openalex.org/W2014365169","https://openalex.org/W2018346846","https://openalex.org/W2023917550","https://openalex.org/W2024576704","https://openalex.org/W2040467972","https://openalex.org/W2061757435","https://openalex.org/W2064675550","https://openalex.org/W2066806488","https://openalex.org/W2067495470","https://openalex.org/W2069473054","https://openalex.org/W2076063813","https://openalex.org/W2078074240","https://openalex.org/W2078622091","https://openalex.org/W2085662862","https://openalex.org/W2095176743","https://openalex.org/W2096108608","https://openalex.org/W2098342740","https://openalex.org/W2099270617","https://openalex.org/W2099366530","https://openalex.org/W2099813784","https://openalex.org/W2101234009","https://openalex.org/W2108598243","https://openalex.org/W2112778345","https://openalex.org/W2114613490","https://openalex.org/W2114691160","https://openalex.org/W2115252128","https://openalex.org/W2119101292","https://openalex.org/W2121875784","https://openalex.org/W2122522916","https://openalex.org/W2122825543","https://openalex.org/W2123442489","https://openalex.org/W2129210471","https://openalex.org/W2130563197","https://openalex.org/W2131744502","https://openalex.org/W2132322340","https://openalex.org/W2132870739","https://openalex.org/W2134603844","https://openalex.org/W2134833483","https://openalex.org/W2135046866","https://openalex.org/W2144005487","https://openalex.org/W2144182447","https://openalex.org/W2145284870","https://openalex.org/W2154024118","https://openalex.org/W2154851992","https://openalex.org/W2156098321","https://openalex.org/W2156567116","https://openalex.org/W2162349892","https://openalex.org/W2163433021","https://openalex.org/W2171590421","https://openalex.org/W2185887892","https://openalex.org/W2191779130","https://openalex.org/W2192412620","https://openalex.org/W2194775991","https://openalex.org/W2199592881","https://openalex.org/W2204272062","https://openalex.org/W2216356458","https://openalex.org/W2239141610","https://openalex.org/W2250539671","https://openalex.org/W2251812186","https://openalex.org/W2251931977","https://openalex.org/W2252031683","https://openalex.org/W2273847690","https://openalex.org/W2289165730","https://openalex.org/W2293634267","https://openalex.org/W2295300449","https://openalex.org/W2311440533","https://openalex.org/W2334026559","https://openalex.org/W2339631823","https://openalex.org/W2406501289","https://openalex.org/W2461164045","https://openalex.org/W2470673105","https://openalex.org/W2479049073","https://openalex.org/W2489406233","https://openalex.org/W2493916176","https://openalex.org/W2511501696","https://openalex.org/W2516086211","https://openalex.org/W2517194566","https://openalex.org/W2525024647","https://openalex.org/W2526050071","https://openalex.org/W2529925562","https://openalex.org/W2530305026","https://openalex.org/W2530431529","https://openalex.org/W2531271152","https://openalex.org/W2543774409","https://openalex.org/W2544224704","https://openalex.org/W2549139847","https://openalex.org/W2549153950","https://openalex.org/W2558919063","https://openalex.org/W2559085405","https://openalex.org/W2560951263","https://openalex.org/W2582154088","https://openalex.org/W2593853439","https://openalex.org/W2618530766","https://openalex.org/W2626934420","https://openalex.org/W2732026016","https://openalex.org/W2736024024","https://openalex.org/W2736814566","https://openalex.org/W2737966001","https://openalex.org/W2740966010","https://openalex.org/W2742143117","https://openalex.org/W2743104969","https://openalex.org/W2753518399","https://openalex.org/W2756418505","https://openalex.org/W2765540322","https://openalex.org/W2767030624","https://openalex.org/W2767097256","https://openalex.org/W2774001405","https://openalex.org/W2779206865","https://openalex.org/W2783272285","https://openalex.org/W2784244485","https://openalex.org/W2787556368","https://openalex.org/W2787581402","https://openalex.org/W2789758093","https://openalex.org/W2794997027","https://openalex.org/W2796245584","https://openalex.org/W2798536775","https://openalex.org/W2807126412","https://openalex.org/W2807710762","https://openalex.org/W2808024810","https://openalex.org/W2883872047","https://openalex.org/W2884225676","https://openalex.org/W2890929258","https://openalex.org/W2891155597","https://openalex.org/W2891177506","https://openalex.org/W2894305195","https://openalex.org/W2895271672","https://openalex.org/W2896322900","https://openalex.org/W2896457183","https://openalex.org/W2896541000","https://openalex.org/W2897730631","https://openalex.org/W2898403482","https://openalex.org/W2905587047","https://openalex.org/W2911735741","https://openalex.org/W2911964244","https://openalex.org/W2921151609","https://openalex.org/W2921615591","https://openalex.org/W2931301854","https://openalex.org/W2935705121","https://openalex.org/W2942640105","https://openalex.org/W2943613834","https://openalex.org/W2946138111","https://openalex.org/W2946948417","https://openalex.org/W2950813464","https://openalex.org/W2953843303","https://openalex.org/W2962613364","https://openalex.org/W2962739339","https://openalex.org/W2962756421","https://openalex.org/W2962949934","https://openalex.org/W2963150162","https://openalex.org/W2963261455","https://openalex.org/W2963383024","https://openalex.org/W2963446712","https://openalex.org/W2963707260","https://openalex.org/W2963919031","https://openalex.org/W2964346351","https://openalex.org/W2964350391","https://openalex.org/W2970205254","https://openalex.org/W2970231061","https://openalex.org/W2970641574","https://openalex.org/W2972890723","https://openalex.org/W2973113902","https://openalex.org/W2975059944","https://openalex.org/W2978855205","https://openalex.org/W2979134871","https://openalex.org/W2980945805","https://openalex.org/W2981501230","https://openalex.org/W2981590713","https://openalex.org/W2981660166","https://openalex.org/W2981677410","https://openalex.org/W2981810796","https://openalex.org/W2984702021","https://openalex.org/W2985355520","https://openalex.org/W2990714707","https://openalex.org/W2990822734","https://openalex.org/W2994062161","https://openalex.org/W2997574889","https://openalex.org/W3000086239","https://openalex.org/W3000225498","https://openalex.org/W3008374555","https://openalex.org/W3009112456","https://openalex.org/W3012362537","https://openalex.org/W3012919764","https://openalex.org/W3015928967","https://openalex.org/W3021005190","https://openalex.org/W3022185682","https://openalex.org/W3023846141","https://openalex.org/W3023989625","https://openalex.org/W3030102532","https://openalex.org/W3030163527","https://openalex.org/W3031688004","https://openalex.org/W3033913896","https://openalex.org/W3034995026","https://openalex.org/W3034999214","https://openalex.org/W3036601975","https://openalex.org/W3042196038","https://openalex.org/W3042379185","https://openalex.org/W3047024470","https://openalex.org/W3047897636","https://openalex.org/W3049424402","https://openalex.org/W3082099673","https://openalex.org/W3083809246","https://openalex.org/W3087590708","https://openalex.org/W3089862415","https://openalex.org/W3089917540","https://openalex.org/W3091936762","https://openalex.org/W3093836597","https://openalex.org/W3094590938","https://openalex.org/W3094858524","https://openalex.org/W3095055061","https://openalex.org/W3096707870","https://openalex.org/W3096764354","https://openalex.org/W3098124506","https://openalex.org/W3098431772","https://openalex.org/W3100513545","https://openalex.org/W3103319922","https://openalex.org/W3104097132","https://openalex.org/W3108029205","https://openalex.org/W3111058005","https://openalex.org/W3113422133","https://openalex.org/W3113662829","https://openalex.org/W3114806760","https://openalex.org/W3118262372","https://openalex.org/W3122544540","https://openalex.org/W3126772981","https://openalex.org/W3127520958","https://openalex.org/W3130967929","https://openalex.org/W3132381270","https://openalex.org/W3135367836","https://openalex.org/W3141256924","https://openalex.org/W3146142859","https://openalex.org/W3154095814","https://openalex.org/W3154219437","https://openalex.org/W3158409979","https://openalex.org/W3159137951","https://openalex.org/W3159481202","https://openalex.org/W3161724753","https://openalex.org/W3162498388","https://openalex.org/W3163763055","https://openalex.org/W3166337766","https://openalex.org/W3171376656","https://openalex.org/W3177109830","https://openalex.org/W3177318507","https://openalex.org/W3181414820","https://openalex.org/W3181695441","https://openalex.org/W3187341546","https://openalex.org/W3197055506","https://openalex.org/W3199562679","https://openalex.org/W3199956316","https://openalex.org/W3200946425","https://openalex.org/W3200979628","https://openalex.org/W3201706167","https://openalex.org/W3202866789","https://openalex.org/W3207128728","https://openalex.org/W3207228257","https://openalex.org/W3209059054","https://openalex.org/W3210986504","https://openalex.org/W3211189476","https://openalex.org/W3214102110","https://openalex.org/W3217607181","https://openalex.org/W4205170775","https://openalex.org/W4205339613","https://openalex.org/W4205705102","https://openalex.org/W4210434817","https://openalex.org/W4210576422","https://openalex.org/W4210681569","https://openalex.org/W4210711423","https://openalex.org/W4213306506","https://openalex.org/W4214576234","https://openalex.org/W4214710275","https://openalex.org/W4214812082","https://openalex.org/W4214846555","https://openalex.org/W4220822781","https://openalex.org/W4220859110","https://openalex.org/W4220971825","https://openalex.org/W4221055733","https://openalex.org/W4223564058","https://openalex.org/W4223610593","https://openalex.org/W4223943285","https://openalex.org/W4224088677","https://openalex.org/W4224924082","https://openalex.org/W4224982779","https://openalex.org/W4225264426","https://openalex.org/W4226132754","https://openalex.org/W4226474215","https://openalex.org/W4229447873","https://openalex.org/W4244258167","https://openalex.org/W4245267204","https://openalex.org/W4245833406","https://openalex.org/W4247665917","https://openalex.org/W4248437541","https://openalex.org/W4249316902","https://openalex.org/W4252478463","https://openalex.org/W4255437949","https://openalex.org/W4255573846","https://openalex.org/W4280563542","https://openalex.org/W4281381605","https://openalex.org/W4281395333","https://openalex.org/W4281630308","https://openalex.org/W4281750093","https://openalex.org/W4281999129","https://openalex.org/W4282915382","https://openalex.org/W4283445681","https://openalex.org/W4283453801","https://openalex.org/W4283522855","https://openalex.org/W4283815599","https://openalex.org/W4284882573","https://openalex.org/W4284897569","https://openalex.org/W4285105258","https://openalex.org/W4285132306","https://openalex.org/W4285224639","https://openalex.org/W4285258540","https://openalex.org/W4286542621","https://openalex.org/W4287834747","https://openalex.org/W4287881512","https://openalex.org/W4289280586","https://openalex.org/W4289710807","https://openalex.org/W4292323245","https://openalex.org/W4292779060","https://openalex.org/W4293149647","https://openalex.org/W4293282039","https://openalex.org/W4293571337","https://openalex.org/W4294170691","https://openalex.org/W4294215472","https://openalex.org/W4294839477","https://openalex.org/W4295813798","https://openalex.org/W4297902844","https://openalex.org/W4298088800","https://openalex.org/W4307764818","https://openalex.org/W4308069179","https://openalex.org/W4308223432","https://openalex.org/W4309271221","https://openalex.org/W4310208552","https://openalex.org/W4310333988","https://openalex.org/W4311119644","https://openalex.org/W4312284564","https://openalex.org/W4312342058","https://openalex.org/W4312892328","https://openalex.org/W4313306993","https://openalex.org/W4313367506","https://openalex.org/W4313465484","https://openalex.org/W4315487826","https://openalex.org/W4315489974","https://openalex.org/W4317212825","https://openalex.org/W4318828472","https://openalex.org/W4319308497","https://openalex.org/W4321020803","https://openalex.org/W4322208138","https://openalex.org/W4323520148","https://openalex.org/W4324387123","https://openalex.org/W4327657211","https://openalex.org/W4360584400","https://openalex.org/W4362692940","https://openalex.org/W4364302140","https://openalex.org/W4366316250","https://openalex.org/W4367046461","https://openalex.org/W4367047137","https://openalex.org/W4376639406","https://openalex.org/W4378347233","https://openalex.org/W4379768178","https://openalex.org/W4380537904","https://openalex.org/W4381304071","https://openalex.org/W4382797695","https://openalex.org/W4383753920","https://openalex.org/W4385373477","https://openalex.org/W4385480106","https://openalex.org/W4385658267","https://openalex.org/W4385731151","https://openalex.org/W4385731205","https://openalex.org/W4385835130","https://openalex.org/W4386126346","https://openalex.org/W4386352536","https://openalex.org/W4386453710","https://openalex.org/W4400134761","https://openalex.org/W6636649193","https://openalex.org/W6641111155","https://openalex.org/W6675354045","https://openalex.org/W6677618333","https://openalex.org/W6681096077","https://openalex.org/W6682691769","https://openalex.org/W6685251022","https://openalex.org/W6698986724","https://openalex.org/W6713639923","https://openalex.org/W6735377749","https://openalex.org/W6739901393","https://openalex.org/W6744564401","https://openalex.org/W6746840982","https://openalex.org/W6749645170","https://openalex.org/W6760961923","https://openalex.org/W6762846029","https://openalex.org/W6767654495","https://openalex.org/W6786852218","https://openalex.org/W6787815814","https://openalex.org/W6803376173","https://openalex.org/W6804270185","https://openalex.org/W6811173300","https://openalex.org/W6838492162","https://openalex.org/W6839250776","https://openalex.org/W6841209788","https://openalex.org/W6856138063","https://openalex.org/W6869554581","https://openalex.org/W6989526189","https://openalex.org/W7043389707"],"related_works":["https://openalex.org/W73545470","https://openalex.org/W4224266612","https://openalex.org/W2383394264","https://openalex.org/W4320153225","https://openalex.org/W4293261942","https://openalex.org/W3125968744","https://openalex.org/W2167701463","https://openalex.org/W2110287964","https://openalex.org/W4307407935","https://openalex.org/W649759291"],"abstract_inverted_index":{"As":[0],"mental":[1],"health":[2],"(MH)":[3],"disorders":[4,78,161],"become":[5],"increasingly":[6],"prevalent,":[7],"their":[8],"multifaceted":[9],"symptoms":[10],"and":[11,46,71,86,92,110,125,141,172],"comorbidities":[12],"with":[13,149,188],"other":[14],"conditions":[15],"introduce":[16],"complexity":[17],"to":[18,32,65,75,156,162,180],"diagnosis,":[19],"posing":[20],"a":[21,150],"risk":[22],"of":[23,100,118,153,159,197],"underdiagnosis.":[24],"While":[25],"machine":[26],"learning":[27],"(ML)":[28],"has":[29],"been":[30],"explored":[31],"mitigate":[33],"these":[34],"challenges,":[35],"we":[36,60],"hypothesized":[37],"that":[38,47,186],"multiple":[39],"data":[40,184],"modalities":[41],"support":[42],"more":[43],"comprehensive":[44,168],"detection":[45,158],"non-intrusive":[48],"collection":[49],"approaches":[50,155],"better":[51],"capture":[52],"natural":[53],"behaviors.":[54],"To":[55],"understand":[56],"the":[57,115,194],"current":[58],"trends,":[59],"systematically":[61],"reviewed":[62],"184":[63],"studies":[64],"assess":[66],"feature":[67,69],"extraction,":[68],"fusion,":[70],"ML":[72,127],"methodologies":[73],"applied":[74],"detect":[76],"MH":[77,160,195],"from":[79],"passively":[80],"sensed":[81],"multimodal":[82,157],"data,":[83],"including":[84],"audio":[85],"video":[87],"recordings,":[88],"social":[89],"media,":[90],"smartphones,":[91],"wearable":[93],"devices.":[94],"Our":[95],"findings":[96],"revealed":[97],"varying":[98],"correlations":[99],"modality-specific":[101],"features":[102,137],"in":[103,134,176],"individualized":[104],"contexts,":[105],"potentially":[106],"influenced":[107],"by":[108],"demographics":[109],"personalities.":[111],"We":[112],"also":[113,170],"observed":[114],"growing":[116],"adoption":[117],"neural":[119],"network":[120],"architectures":[121],"for":[122],"model-level":[123],"fusion":[124],"as":[126],"algorithms,":[128],"which":[129],"have":[130],"demonstrated":[131],"promising":[132],"efficacy":[133],"handling":[135],"high-dimensional":[136],"while":[138],"modeling":[139],"within":[140],"cross-modality":[142],"relationships.":[143],"This":[144],"work":[145],"provides":[146],"future":[147,164,174],"researchers":[148,175],"clear":[151],"taxonomy":[152],"methodological":[154,165],"inspire":[163],"advancements.":[166],"The":[167],"analysis":[169],"guides":[171],"supports":[173],"making":[177],"informed":[178],"decisions":[179],"select":[181],"an":[182],"optimal":[183],"source":[185],"aligns":[187],"specific":[189],"use":[190],"cases":[191],"based":[192],"on":[193],"disorder":[196],"interest.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":14},{"year":2025,"cited_by_count":68},{"year":2024,"cited_by_count":21}],"updated_date":"2026-04-01T17:29:45.350535","created_date":"2025-10-10T00:00:00"}
